Dataset info
| Number of variables | 80 |
|---|---|
| Number of observations | 1459 |
| Missing cells | 7000 (6.0%) |
| Duplicate rows | 0 (0.0%) |
| Total size in memory | 912.0 KiB |
| Average record size in memory | 640.1 B |
Variables types
| Numeric | 33 |
|---|---|
| Categorical | 45 |
| Boolean | 1 |
| Date | 0 |
| URL | 0 |
| Text (Unique) | 0 |
| Rejected | 1 |
| Unsupported | 0 |
Warnings
2ndFlrSF has 839 (57.5%) zeros | Zeros |
3SsnPorch has 1446 (99.1%) zeros | Zeros |
Alley has 1352 (92.7%) missing values | Missing |
BsmtCond has 45 (3.1%) missing values | Missing |
BsmtExposure has 44 (3.0%) missing values | Missing |
BsmtFinSF1 has 462 (31.7%) zeros | Zeros |
BsmtFinSF2 has 1278 (87.6%) zeros | Zeros |
BsmtFinType1 has 42 (2.9%) missing values | Missing |
BsmtFinType2 has 42 (2.9%) missing values | Missing |
BsmtQual has 44 (3.0%) missing values | Missing |
BsmtUnfSF has 123 (8.4%) zeros | Zeros |
EnclosedPorch has 1208 (82.8%) zeros | Zeros |
Fence has 1169 (80.1%) missing values | Missing |
FireplaceQu has 730 (50.0%) missing values | Missing |
Fireplaces has 730 (50.0%) zeros | Zeros |
GarageArea has 76 (5.2%) zeros | Zeros |
GarageCars has 76 (5.2%) zeros | Zeros |
GarageCond has 78 (5.3%) missing values | Missing |
GarageFinish has 78 (5.3%) missing values | Missing |
GarageQual has 78 (5.3%) missing values | Missing |
GarageType has 76 (5.2%) missing values | Missing |
GarageYrBlt has 78 (5.3%) missing values | Missing |
LotFrontage has 227 (15.6%) missing values | Missing |
LowQualFinSF has 1445 (99.0%) zeros | Zeros |
MasVnrArea has 877 (60.1%) zeros | Zeros |
MasVnrArea has 15 (1.0%) missing values | Missing |
MasVnrType has 16 (1.1%) missing values | Missing |
MiscFeature has 1408 (96.5%) missing values | Missing |
MiscVal is highly skewed (γ1 = 20.075) | Skewed |
MiscVal has 1408 (96.5%) zeros | Zeros |
OpenPorchSF has 642 (44.0%) zeros | Zeros |
PoolArea is highly skewed (γ1 = 20.197) | Skewed |
PoolArea has 1453 (99.6%) zeros | Zeros |
PoolQC has 1456 (99.8%) missing values | Missing |
ScreenPorch has 1319 (90.4%) zeros | Zeros |
TotalBsmtSF has 41 (2.8%) zeros | Zeros |
Utilities has constant value "AllPub" | Rejected |
WoodDeckSF has 762 (52.2%) zeros | Zeros |
1stFlrSF
Numeric
| Distinct count | 789 |
|---|---|
| Unique (%) | 54.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 1156.5 |
|---|---|
| Minimum | 407 |
| Maximum | 5095 |
| Zeros (%) | 0.0% |
Quantile statistics
| Minimum | 407 |
|---|---|
| 5-th percentile | 630 |
| Q1 | 873.5 |
| Median | 1079 |
| Q3 | 1382.5 |
| 95-th percentile | 1829.1 |
| Maximum | 5095 |
| Range | 4688 |
| Interquartile range | 509 |
Descriptive statistics
| Standard deviation | 398.17 |
|---|---|
| Coef of variation | 0.34427 |
| Kurtosis | 8.0539 |
| Mean | 1156.5 |
| MAD | 306.3 |
| Skewness | 1.5582 |
| Sum | 1.6874e+06 |
| Variance | 1.5854e+05 |
| Memory size | 11.5 KiB |
Histogram with fixed size bins (bins=10)
Histogram with variable size bins (bins=[ 407. 543. 547. 599.5 724. ... 1697. 1850.5 2075. 2711. 5095. ], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 864 | 21 | 1.4% | |
| 546 | 12 | 0.8% | |
| 1040 | 12 | 0.8% | |
| 960 | 11 | 0.8% | |
| 936 | 10 | 0.7% | |
| 816 | 9 | 0.6% | |
| 1008 | 8 | 0.5% | |
| 768 | 8 | 0.5% | |
| 1072 | 7 | 0.5% | |
| 1152 | 7 | 0.5% | |
| Other values (779) | 1354 | 92.8% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 407 | 1 | 0.1% | |
| 432 | 1 | 0.1% | |
| 442 | 1 | 0.1% | |
| 448 | 1 | 0.1% | |
| 453 | 1 | 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 5095 | 1 | 0.1% | |
| 3820 | 1 | 0.1% | |
| 2726 | 1 | 0.1% | |
| 2696 | 1 | 0.1% | |
| 2674 | 1 | 0.1% |
2ndFlrSF
Numeric
| Distinct count | 407 |
|---|---|
| Unique (%) | 27.9% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 325.97 |
|---|---|
| Minimum | 0 |
| Maximum | 1862 |
| Zeros (%) | 57.5% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| Median | 0 |
| Q3 | 676 |
| 95-th percentile | 1116.8 |
| Maximum | 1862 |
| Range | 1862 |
| Interquartile range | 676 |
Descriptive statistics
| Standard deviation | 420.61 |
|---|---|
| Coef of variation | 1.2903 |
| Kurtosis | -0.27544 |
| Mean | 325.97 |
| MAD | 376.87 |
| Skewness | 0.91288 |
| Sum | 4.7559e+05 |
| Variance | 1.7691e+05 |
| Memory size | 11.5 KiB |
Histogram with fixed size bins (bins=10)
Histogram with variable size bins (bins=[ 0. 62.5 310. 503. 504.5 545. 547. 928.5 1413.5 1862. ], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 0 | 839 | 57.5% | |
| 546 | 15 | 1.0% | |
| 728 | 8 | 0.5% | |
| 504 | 8 | 0.5% | |
| 886 | 7 | 0.5% | |
| 600 | 6 | 0.4% | |
| 720 | 6 | 0.4% | |
| 672 | 5 | 0.3% | |
| 462 | 5 | 0.3% | |
| 630 | 5 | 0.3% | |
| Other values (397) | 555 | 38.0% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 839 | 57.5% | |
| 125 | 1 | 0.1% | |
| 144 | 1 | 0.1% | |
| 180 | 1 | 0.1% | |
| 182 | 1 | 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 1862 | 1 | 0.1% | |
| 1836 | 1 | 0.1% | |
| 1788 | 1 | 0.1% | |
| 1778 | 1 | 0.1% | |
| 1721 | 1 | 0.1% |
3SsnPorch
Numeric
| Distinct count | 13 |
|---|---|
| Unique (%) | 0.9% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 1.7944 |
|---|---|
| Minimum | 0 |
| Maximum | 360 |
| Zeros (%) | 99.1% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| Median | 0 |
| Q3 | 0 |
| 95-th percentile | 0 |
| Maximum | 360 |
| Range | 360 |
| Interquartile range | 0 |
Descriptive statistics
| Standard deviation | 20.208 |
|---|---|
| Coef of variation | 11.262 |
| Kurtosis | 170.2 |
| Mean | 1.7944 |
| MAD | 3.5568 |
| Skewness | 12.524 |
| Sum | 2618 |
| Variance | 408.36 |
| Memory size | 11.5 KiB |
Histogram with fixed size bins (bins=10)
Histogram with variable size bins (bins=[ 0. 43. 360.], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 0 | 1446 | 99.1% | |
| 153 | 2 | 0.1% | |
| 360 | 1 | 0.1% | |
| 323 | 1 | 0.1% | |
| 255 | 1 | 0.1% | |
| 225 | 1 | 0.1% | |
| 224 | 1 | 0.1% | |
| 219 | 1 | 0.1% | |
| 176 | 1 | 0.1% | |
| 174 | 1 | 0.1% | |
| Other values (3) | 3 | 0.2% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 1446 | 99.1% | |
| 86 | 1 | 0.1% | |
| 120 | 1 | 0.1% | |
| 150 | 1 | 0.1% | |
| 153 | 2 | 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 360 | 1 | 0.1% | |
| 323 | 1 | 0.1% | |
| 255 | 1 | 0.1% | |
| 225 | 1 | 0.1% | |
| 224 | 1 | 0.1% |
Alley
Categorical
| Distinct count | 3 |
|---|---|
| Unique (%) | 0.2% |
| Missing (%) | 92.7% |
| Missing (n) | 1352 |
| Grvl | 70 |
|---|---|
| Pave | 37 |
| (Missing) |
| Value | Count | Frequency (%) | |
| Grvl | 70 | 4.8% | |
| Pave | 37 | 2.5% | |
| (Missing) | 1352 | 92.7% |
| Max length | 4 |
|---|---|
| Mean length | 3.0733 |
| Min length | 3 |
| Contains chars | True |
| Contains digits | False |
| Contains spaces | False |
| Contains non-words | False |
BedroomAbvGr
Numeric
| Distinct count | 7 |
|---|---|
| Unique (%) | 0.5% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 2.854 |
|---|---|
| Minimum | 0 |
| Maximum | 6 |
| Zeros (%) | 0.1% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 2 |
| Q1 | 2 |
| Median | 3 |
| Q3 | 3 |
| 95-th percentile | 4 |
| Maximum | 6 |
| Range | 6 |
| Interquartile range | 1 |
Descriptive statistics
| Standard deviation | 0.82979 |
|---|---|
| Coef of variation | 0.29074 |
| Kurtosis | 1.686 |
| Mean | 2.854 |
| MAD | 0.59206 |
| Skewness | 0.43662 |
| Sum | 4164 |
| Variance | 0.68855 |
| Memory size | 11.5 KiB |
Histogram with fixed size bins (bins=7)
Histogram with variable size bins (bins=[0. 0.5 1.5 2.5 3.5 4.5 6. ], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 3 | 792 | 54.3% | |
| 2 | 384 | 26.3% | |
| 4 | 187 | 12.8% | |
| 1 | 53 | 3.6% | |
| 5 | 27 | 1.9% | |
| 6 | 14 | 1.0% | |
| 0 | 2 | 0.1% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 2 | 0.1% | |
| 1 | 53 | 3.6% | |
| 2 | 384 | 26.3% | |
| 3 | 792 | 54.3% | |
| 4 | 187 | 12.8% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 6 | 14 | 1.0% | |
| 5 | 27 | 1.9% | |
| 4 | 187 | 12.8% | |
| 3 | 792 | 54.3% | |
| 2 | 384 | 26.3% |
BldgType
Categorical
| Distinct count | 5 |
|---|---|
| Unique (%) | 0.3% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| 1Fam | |
|---|---|
| TwnhsE | 113 |
| Duplex | 57 |
| Other values (2) | 84 |
| Value | Count | Frequency (%) | |
| 1Fam | 1205 | 82.6% | |
| TwnhsE | 113 | 7.7% | |
| Duplex | 57 | 3.9% | |
| Twnhs | 53 | 3.6% | |
| 2fmCon | 31 | 2.1% |
| Max length | 6 |
|---|---|
| Mean length | 4.3119 |
| Min length | 4 |
| Contains chars | True |
| Contains digits | True |
| Contains spaces | False |
| Contains non-words | False |
BsmtCond
Categorical
| Distinct count | 5 |
|---|---|
| Unique (%) | 0.3% |
| Missing (%) | 3.1% |
| Missing (n) | 45 |
| TA | |
|---|---|
| Fa | 59 |
| Gd | 57 |
| (Missing) | 45 |
| Value | Count | Frequency (%) | |
| TA | 1295 | 88.8% | |
| Fa | 59 | 4.0% | |
| Gd | 57 | 3.9% | |
| Po | 3 | 0.2% | |
| (Missing) | 45 | 3.1% |
| Max length | 3 |
|---|---|
| Mean length | 2.0308 |
| Min length | 2 |
| Contains chars | True |
| Contains digits | False |
| Contains spaces | False |
| Contains non-words | False |
BsmtExposure
Categorical
| Distinct count | 5 |
|---|---|
| Unique (%) | 0.3% |
| Missing (%) | 3.0% |
| Missing (n) | 44 |
| No | |
|---|---|
| Av | |
| Gd | 142 |
| Value | Count | Frequency (%) | |
| No | 951 | 65.2% | |
| Av | 197 | 13.5% | |
| Gd | 142 | 9.7% | |
| Mn | 125 | 8.6% | |
| (Missing) | 44 | 3.0% |
| Max length | 3 |
|---|---|
| Mean length | 2.0302 |
| Min length | 2 |
| Contains chars | True |
| Contains digits | False |
| Contains spaces | False |
| Contains non-words | False |
BsmtFinSF1
Numeric
| Distinct count | 670 |
|---|---|
| Unique (%) | 45.9% |
| Missing (%) | 0.1% |
| Missing (n) | 1 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 439.2 |
|---|---|
| Minimum | 0 |
| Maximum | 4010 |
| Zeros (%) | 31.7% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| Median | 350.5 |
| Q3 | 753.5 |
| 95-th percentile | 1290.6 |
| Maximum | 4010 |
| Range | 4010 |
| Interquartile range | 753.5 |
Descriptive statistics
| Standard deviation | 455.27 |
|---|---|
| Coef of variation | 1.0366 |
| Kurtosis | 2.673 |
| Mean | 439.2 |
| MAD | 374.37 |
| Skewness | 1.1657 |
| Sum | 6.4036e+05 |
| Variance | 2.0727e+05 |
| Memory size | 11.5 KiB |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 0 | 462 | 31.7% | |
| 24 | 15 | 1.0% | |
| 602 | 6 | 0.4% | |
| 276 | 6 | 0.4% | |
| 288 | 5 | 0.3% | |
| 16 | 5 | 0.3% | |
| 758 | 5 | 0.3% | |
| 300 | 5 | 0.3% | |
| 476 | 4 | 0.3% | |
| 252 | 4 | 0.3% | |
| Other values (659) | 941 | 64.5% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 462 | 31.7% | |
| 16 | 5 | 0.3% | |
| 20 | 3 | 0.2% | |
| 24 | 15 | 1.0% | |
| 28 | 2 | 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 4010 | 1 | 0.1% | |
| 2288 | 1 | 0.1% | |
| 2257 | 1 | 0.1% | |
| 2158 | 1 | 0.1% | |
| 2146 | 1 | 0.1% |
BsmtFinSF2
Numeric
| Distinct count | 162 |
|---|---|
| Unique (%) | 11.1% |
| Missing (%) | 0.1% |
| Missing (n) | 1 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 52.619 |
|---|---|
| Minimum | 0 |
| Maximum | 1526 |
| Zeros (%) | 87.6% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| Median | 0 |
| Q3 | 0 |
| 95-th percentile | 448.15 |
| Maximum | 1526 |
| Range | 1526 |
| Interquartile range | 0 |
Descriptive statistics
| Standard deviation | 176.75 |
|---|---|
| Coef of variation | 3.3591 |
| Kurtosis | 17.667 |
| Mean | 52.619 |
| MAD | 92.449 |
| Skewness | 4.0413 |
| Sum | 76719 |
| Variance | 31242 |
| Memory size | 11.5 KiB |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 0 | 1278 | 87.6% | |
| 294 | 3 | 0.2% | |
| 483 | 3 | 0.2% | |
| 162 | 3 | 0.2% | |
| 144 | 2 | 0.1% | |
| 247 | 2 | 0.1% | |
| 435 | 2 | 0.1% | |
| 288 | 2 | 0.1% | |
| 590 | 2 | 0.1% | |
| 596 | 2 | 0.1% | |
| Other values (151) | 159 | 10.9% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 1278 | 87.6% | |
| 6 | 1 | 0.1% | |
| 12 | 1 | 0.1% | |
| 38 | 1 | 0.1% | |
| 40 | 1 | 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 1526 | 1 | 0.1% | |
| 1393 | 1 | 0.1% | |
| 1164 | 1 | 0.1% | |
| 1083 | 1 | 0.1% | |
| 1073 | 1 | 0.1% |
BsmtFinType1
Categorical
| Distinct count | 7 |
|---|---|
| Unique (%) | 0.5% |
| Missing (%) | 2.9% |
| Missing (n) | 42 |
| GLQ | |
|---|---|
| Unf | |
| ALQ | |
| Other values (3) |
| Value | Count | Frequency (%) | |
| GLQ | 431 | 29.5% | |
| Unf | 421 | 28.9% | |
| ALQ | 209 | 14.3% | |
| Rec | 155 | 10.6% | |
| BLQ | 121 | 8.3% | |
| LwQ | 80 | 5.5% | |
| (Missing) | 42 | 2.9% |
| Max length | 3 |
|---|---|
| Mean length | 3 |
| Min length | 3 |
| Contains chars | True |
| Contains digits | False |
| Contains spaces | False |
| Contains non-words | False |
BsmtFinType2
Categorical
| Distinct count | 7 |
|---|---|
| Unique (%) | 0.5% |
| Missing (%) | 2.9% |
| Missing (n) | 42 |
| Unf | |
|---|---|
| Rec | 51 |
| LwQ | 41 |
| Other values (3) | 88 |
| (Missing) | 42 |
| Value | Count | Frequency (%) | |
| Unf | 1237 | 84.8% | |
| Rec | 51 | 3.5% | |
| LwQ | 41 | 2.8% | |
| BLQ | 35 | 2.4% | |
| ALQ | 33 | 2.3% | |
| GLQ | 20 | 1.4% | |
| (Missing) | 42 | 2.9% |
| Max length | 3 |
|---|---|
| Mean length | 3 |
| Min length | 3 |
| Contains chars | True |
| Contains digits | False |
| Contains spaces | False |
| Contains non-words | False |
BsmtFullBath
Categorical
| Distinct count | 5 |
|---|---|
| Unique (%) | 0.3% |
| Missing (%) | 0.1% |
| Missing (n) | 2 |
| 0 | |
|---|---|
| 1 | |
| 2 | 23 |
| (Missing) | 2 |
| Value | Count | Frequency (%) | |
| 0 | 849 | 58.2% | |
| 1 | 584 | 40.0% | |
| 2 | 23 | 1.6% | |
| 3 | 1 | 0.1% | |
| (Missing) | 2 | 0.1% |
| Max length | 3 |
|---|---|
| Mean length | 3 |
| Min length | 3 |
| Contains chars | True |
| Contains digits | True |
| Contains spaces | False |
| Contains non-words | True |
BsmtHalfBath
Categorical
| Distinct count | 4 |
|---|---|
| Unique (%) | 0.3% |
| Missing (%) | 0.1% |
| Missing (n) | 2 |
| 0 | |
|---|---|
| 1 | 91 |
| 2 | 2 |
| (Missing) | 2 |
| Value | Count | Frequency (%) | |
| 0 | 1364 | 93.5% | |
| 1 | 91 | 6.2% | |
| 2 | 2 | 0.1% | |
| (Missing) | 2 | 0.1% |
| Max length | 3 |
|---|---|
| Mean length | 3 |
| Min length | 3 |
| Contains chars | True |
| Contains digits | True |
| Contains spaces | False |
| Contains non-words | True |
BsmtQual
Categorical
| Distinct count | 5 |
|---|---|
| Unique (%) | 0.3% |
| Missing (%) | 3.0% |
| Missing (n) | 44 |
| TA | |
|---|---|
| Gd | |
| Ex |
| Value | Count | Frequency (%) | |
| TA | 634 | 43.5% | |
| Gd | 591 | 40.5% | |
| Ex | 137 | 9.4% | |
| Fa | 53 | 3.6% | |
| (Missing) | 44 | 3.0% |
| Max length | 3 |
|---|---|
| Mean length | 2.0302 |
| Min length | 2 |
| Contains chars | True |
| Contains digits | False |
| Contains spaces | False |
| Contains non-words | False |
BsmtUnfSF
Numeric
| Distinct count | 794 |
|---|---|
| Unique (%) | 54.4% |
| Missing (%) | 0.1% |
| Missing (n) | 1 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 554.29 |
|---|---|
| Minimum | 0 |
| Maximum | 2140 |
| Zeros (%) | 8.4% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 219.25 |
| Median | 460 |
| Q3 | 797.75 |
| 95-th percentile | 1488.4 |
| Maximum | 2140 |
| Range | 2140 |
| Interquartile range | 578.5 |
Descriptive statistics
| Standard deviation | 437.26 |
|---|---|
| Coef of variation | 0.78886 |
| Kurtosis | 0.33254 |
| Mean | 554.29 |
| MAD | 349.7 |
| Skewness | 0.91992 |
| Sum | 8.0816e+05 |
| Variance | 1.912e+05 |
| Memory size | 11.5 KiB |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 0 | 123 | 8.4% | |
| 384 | 11 | 0.8% | |
| 624 | 8 | 0.5% | |
| 348 | 7 | 0.5% | |
| 100 | 7 | 0.5% | |
| 738 | 7 | 0.5% | |
| 480 | 7 | 0.5% | |
| 672 | 7 | 0.5% | |
| 816 | 6 | 0.4% | |
| 294 | 6 | 0.4% | |
| Other values (783) | 1269 | 87.0% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 123 | 8.4% | |
| 17 | 1 | 0.1% | |
| 20 | 1 | 0.1% | |
| 22 | 1 | 0.1% | |
| 25 | 3 | 0.2% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 2140 | 1 | 0.1% | |
| 2062 | 1 | 0.1% | |
| 1967 | 1 | 0.1% | |
| 1958 | 1 | 0.1% | |
| 1921 | 1 | 0.1% |
CentralAir
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Y | |
|---|---|
| N | 101 |
| Value | Count | Frequency (%) | |
| Y | 1358 | 93.1% | |
| N | 101 | 6.9% |
Condition1
Categorical
| Distinct count | 9 |
|---|---|
| Unique (%) | 0.6% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Norm | |
|---|---|
| Feedr | 83 |
| Artery | 44 |
| Other values (6) | 81 |
| Value | Count | Frequency (%) | |
| Norm | 1251 | 85.7% | |
| Feedr | 83 | 5.7% | |
| Artery | 44 | 3.0% | |
| RRAn | 24 | 1.6% | |
| PosN | 20 | 1.4% | |
| RRAe | 17 | 1.2% | |
| PosA | 12 | 0.8% | |
| RRNn | 4 | 0.3% | |
| RRNe | 4 | 0.3% |
| Max length | 6 |
|---|---|
| Mean length | 4.1172 |
| Min length | 4 |
| Contains chars | True |
| Contains digits | False |
| Contains spaces | False |
| Contains non-words | False |
Condition2
Categorical
| Distinct count | 5 |
|---|---|
| Unique (%) | 0.3% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Norm | |
|---|---|
| Feedr | 7 |
| PosA | 3 |
| Other values (2) | 5 |
| Value | Count | Frequency (%) | |
| Norm | 1444 | 99.0% | |
| Feedr | 7 | 0.5% | |
| PosA | 3 | 0.2% | |
| Artery | 3 | 0.2% | |
| PosN | 2 | 0.1% |
| Max length | 6 |
|---|---|
| Mean length | 4.0089 |
| Min length | 4 |
| Contains chars | True |
| Contains digits | False |
| Contains spaces | False |
| Contains non-words | False |
Electrical
Categorical
| Distinct count | 4 |
|---|---|
| Unique (%) | 0.3% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| SBrkr | |
|---|---|
| FuseA | 94 |
| FuseF | 23 |
| Value | Count | Frequency (%) | |
| SBrkr | 1337 | 91.6% | |
| FuseA | 94 | 6.4% | |
| FuseF | 23 | 1.6% | |
| FuseP | 5 | 0.3% |
| Max length | 5 |
|---|---|
| Mean length | 5 |
| Min length | 5 |
| Contains chars | True |
| Contains digits | False |
| Contains spaces | False |
| Contains non-words | False |
EnclosedPorch
Numeric
| Distinct count | 131 |
|---|---|
| Unique (%) | 9.0% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 24.243 |
|---|---|
| Minimum | 0 |
| Maximum | 1012 |
| Zeros (%) | 82.8% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| Median | 0 |
| Q3 | 0 |
| 95-th percentile | 169.1 |
| Maximum | 1012 |
| Range | 1012 |
| Interquartile range | 0 |
Descriptive statistics
| Standard deviation | 67.228 |
|---|---|
| Coef of variation | 2.773 |
| Kurtosis | 40.129 |
| Mean | 24.243 |
| MAD | 40.173 |
| Skewness | 4.6692 |
| Sum | 35371 |
| Variance | 4519.6 |
| Memory size | 11.5 KiB |
Histogram with fixed size bins (bins=10)
Histogram with variable size bins (bins=[ 0. 8. 23.5 167.5 168.5 248.5 366. 1012. ], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 0 | 1208 | 82.8% | |
| 96 | 7 | 0.5% | |
| 168 | 7 | 0.5% | |
| 112 | 7 | 0.5% | |
| 84 | 6 | 0.4% | |
| 144 | 6 | 0.4% | |
| 192 | 5 | 0.3% | |
| 60 | 5 | 0.3% | |
| 180 | 5 | 0.3% | |
| 160 | 5 | 0.3% | |
| Other values (121) | 198 | 13.6% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 1208 | 82.8% | |
| 16 | 1 | 0.1% | |
| 18 | 1 | 0.1% | |
| 20 | 1 | 0.1% | |
| 23 | 1 | 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 1012 | 1 | 0.1% | |
| 584 | 1 | 0.1% | |
| 432 | 1 | 0.1% | |
| 429 | 1 | 0.1% | |
| 368 | 1 | 0.1% |
ExterCond
Categorical
| Distinct count | 5 |
|---|---|
| Unique (%) | 0.3% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| TA | |
|---|---|
| Gd | 153 |
| Fa | 39 |
| Other values (2) | 11 |
| Value | Count | Frequency (%) | |
| TA | 1256 | 86.1% | |
| Gd | 153 | 10.5% | |
| Fa | 39 | 2.7% | |
| Ex | 9 | 0.6% | |
| Po | 2 | 0.1% |
| Max length | 2 |
|---|---|
| Mean length | 2 |
| Min length | 2 |
| Contains chars | True |
| Contains digits | False |
| Contains spaces | False |
| Contains non-words | False |
Exterior1st
Categorical
| Distinct count | 14 |
|---|---|
| Unique (%) | 1.0% |
| Missing (%) | 0.1% |
| Missing (n) | 1 |
| VinylSd | |
|---|---|
| MetalSd | |
| HdBoard | |
| Other values (10) |
| Value | Count | Frequency (%) | |
| VinylSd | 510 | 35.0% | |
| MetalSd | 230 | 15.8% | |
| HdBoard | 220 | 15.1% | |
| Wd Sdng | 205 | 14.1% | |
| Plywood | 113 | 7.7% | |
| CemntBd | 65 | 4.5% | |
| BrkFace | 37 | 2.5% | |
| WdShing | 30 | 2.1% | |
| AsbShng | 24 | 1.6% | |
| Stucco | 18 | 1.2% | |
| Other values (3) | 6 | 0.4% |
| Max length | 7 |
|---|---|
| Mean length | 6.9842 |
| Min length | 3 |
| Contains chars | True |
| Contains digits | False |
| Contains spaces | True |
| Contains non-words | True |
Exterior2nd
Categorical
| Distinct count | 16 |
|---|---|
| Unique (%) | 1.1% |
| Missing (%) | 0.1% |
| Missing (n) | 1 |
| VinylSd | |
|---|---|
| MetalSd | |
| HdBoard | |
| Other values (12) |
| Value | Count | Frequency (%) | |
| VinylSd | 510 | 35.0% | |
| MetalSd | 233 | 16.0% | |
| HdBoard | 199 | 13.6% | |
| Wd Sdng | 194 | 13.3% | |
| Plywood | 128 | 8.8% | |
| CmentBd | 66 | 4.5% | |
| Wd Shng | 43 | 2.9% | |
| BrkFace | 22 | 1.5% | |
| Stucco | 21 | 1.4% | |
| AsbShng | 18 | 1.2% | |
| Other values (5) | 24 | 1.6% |
| Max length | 7 |
|---|---|
| Mean length | 6.9801 |
| Min length | 3 |
| Contains chars | True |
| Contains digits | False |
| Contains spaces | True |
| Contains non-words | True |
ExterQual
Categorical
| Distinct count | 4 |
|---|---|
| Unique (%) | 0.3% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| TA | |
|---|---|
| Gd | |
| Ex | 55 |
| Value | Count | Frequency (%) | |
| TA | 892 | 61.1% | |
| Gd | 491 | 33.7% | |
| Ex | 55 | 3.8% | |
| Fa | 21 | 1.4% |
| Max length | 2 |
|---|---|
| Mean length | 2 |
| Min length | 2 |
| Contains chars | True |
| Contains digits | False |
| Contains spaces | False |
| Contains non-words | False |
Fence
Categorical
| Distinct count | 5 |
|---|---|
| Unique (%) | 0.3% |
| Missing (%) | 80.1% |
| Missing (n) | 1169 |
| MnPrv | 172 |
|---|---|
| GdPrv | 59 |
| GdWo | 58 |
| (Missing) |
| Value | Count | Frequency (%) | |
| MnPrv | 172 | 11.8% | |
| GdPrv | 59 | 4.0% | |
| GdWo | 58 | 4.0% | |
| MnWw | 1 | 0.1% | |
| (Missing) | 1169 | 80.1% |
| Max length | 5 |
|---|---|
| Mean length | 3.3571 |
| Min length | 3 |
| Contains chars | True |
| Contains digits | False |
| Contains spaces | False |
| Contains non-words | False |
FireplaceQu
Categorical
| Distinct count | 6 |
|---|---|
| Unique (%) | 0.4% |
| Missing (%) | 50.0% |
| Missing (n) | 730 |
| Gd | |
|---|---|
| TA | |
| Fa | 41 |
| Other values (2) | 45 |
| (Missing) |
| Value | Count | Frequency (%) | |
| Gd | 364 | 24.9% | |
| TA | 279 | 19.1% | |
| Fa | 41 | 2.8% | |
| Po | 26 | 1.8% | |
| Ex | 19 | 1.3% | |
| (Missing) | 730 | 50.0% |
| Max length | 3 |
|---|---|
| Mean length | 2.5003 |
| Min length | 2 |
| Contains chars | True |
| Contains digits | False |
| Contains spaces | False |
| Contains non-words | False |
Fireplaces
Numeric
| Distinct count | 5 |
|---|---|
| Unique (%) | 0.3% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 0.58122 |
|---|---|
| Minimum | 0 |
| Maximum | 4 |
| Zeros (%) | 50.0% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| Median | 0 |
| Q3 | 1 |
| 95-th percentile | 2 |
| Maximum | 4 |
| Range | 4 |
| Interquartile range | 1 |
Descriptive statistics
| Standard deviation | 0.64742 |
|---|---|
| Coef of variation | 1.1139 |
| Kurtosis | 0.38733 |
| Mean | 0.58122 |
| MAD | 0.58162 |
| Skewness | 0.81986 |
| Sum | 848 |
| Variance | 0.41915 |
| Memory size | 11.5 KiB |
Histogram with fixed size bins (bins=5)
Histogram with variable size bins (bins=[0. 0.5 1.5 2.5 4. ], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 0 | 730 | 50.0% | |
| 1 | 618 | 42.4% | |
| 2 | 104 | 7.1% | |
| 3 | 6 | 0.4% | |
| 4 | 1 | 0.1% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 730 | 50.0% | |
| 1 | 618 | 42.4% | |
| 2 | 104 | 7.1% | |
| 3 | 6 | 0.4% | |
| 4 | 1 | 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 4 | 1 | 0.1% | |
| 3 | 6 | 0.4% | |
| 2 | 104 | 7.1% | |
| 1 | 618 | 42.4% | |
| 0 | 730 | 50.0% |
Foundation
Categorical
| Distinct count | 6 |
|---|---|
| Unique (%) | 0.4% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| PConc | |
|---|---|
| CBlock | |
| BrkTil | |
| Other values (3) | 32 |
| Value | Count | Frequency (%) | |
| PConc | 661 | 45.3% | |
| CBlock | 601 | 41.2% | |
| BrkTil | 165 | 11.3% | |
| Slab | 25 | 1.7% | |
| Stone | 5 | 0.3% | |
| Wood | 2 | 0.1% |
| Max length | 6 |
|---|---|
| Mean length | 5.5065 |
| Min length | 4 |
| Contains chars | True |
| Contains digits | False |
| Contains spaces | False |
| Contains non-words | False |
FullBath
Numeric
| Distinct count | 5 |
|---|---|
| Unique (%) | 0.3% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 1.5709 |
|---|---|
| Minimum | 0 |
| Maximum | 4 |
| Zeros (%) | 0.2% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 1 |
| Median | 2 |
| Q3 | 2 |
| 95-th percentile | 2 |
| Maximum | 4 |
| Range | 4 |
| Interquartile range | 1 |
Descriptive statistics
| Standard deviation | 0.55519 |
|---|---|
| Coef of variation | 0.35341 |
| Kurtosis | -0.23234 |
| Mean | 1.5709 |
| MAD | 0.52222 |
| Skewness | 0.29584 |
| Sum | 2292 |
| Variance | 0.30824 |
| Memory size | 11.5 KiB |
Histogram with fixed size bins (bins=5)
| Value | Count | Frequency (%) | |
| 2 | 762 | 52.2% | |
| 1 | 659 | 45.2% | |
| 3 | 31 | 2.1% | |
| 4 | 4 | 0.3% | |
| 0 | 3 | 0.2% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 3 | 0.2% | |
| 1 | 659 | 45.2% | |
| 2 | 762 | 52.2% | |
| 3 | 31 | 2.1% | |
| 4 | 4 | 0.3% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 4 | 4 | 0.3% | |
| 3 | 31 | 2.1% | |
| 2 | 762 | 52.2% | |
| 1 | 659 | 45.2% | |
| 0 | 3 | 0.2% |
Functional
Categorical
| Distinct count | 8 |
|---|---|
| Unique (%) | 0.5% |
| Missing (%) | 0.1% |
| Missing (n) | 2 |
| Typ | |
|---|---|
| Min2 | 36 |
| Min1 | 34 |
| Other values (4) | 30 |
| Value | Count | Frequency (%) | |
| Typ | 1357 | 93.0% | |
| Min2 | 36 | 2.5% | |
| Min1 | 34 | 2.3% | |
| Mod | 20 | 1.4% | |
| Maj1 | 5 | 0.3% | |
| Maj2 | 4 | 0.3% | |
| Sev | 1 | 0.1% | |
| (Missing) | 2 | 0.1% |
| Max length | 4 |
|---|---|
| Mean length | 3.0541 |
| Min length | 3 |
| Contains chars | True |
| Contains digits | True |
| Contains spaces | False |
| Contains non-words | False |
GarageArea
Numeric
| Distinct count | 460 |
|---|---|
| Unique (%) | 31.5% |
| Missing (%) | 0.1% |
| Missing (n) | 1 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 472.77 |
|---|---|
| Minimum | 0 |
| Maximum | 1488 |
| Zeros (%) | 5.2% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 318 |
| Median | 480 |
| Q3 | 576 |
| 95-th percentile | 864 |
| Maximum | 1488 |
| Range | 1488 |
| Interquartile range | 258 |
Descriptive statistics
| Standard deviation | 217.05 |
|---|---|
| Coef of variation | 0.4591 |
| Kurtosis | 0.96685 |
| Mean | 472.77 |
| MAD | 162.68 |
| Skewness | 0.30024 |
| Sum | 6.893e+05 |
| Variance | 47110 |
| Memory size | 11.5 KiB |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 0 | 76 | 5.2% | |
| 576 | 50 | 3.4% | |
| 440 | 47 | 3.2% | |
| 484 | 34 | 2.3% | |
| 400 | 33 | 2.3% | |
| 528 | 32 | 2.2% | |
| 240 | 31 | 2.1% | |
| 480 | 30 | 2.1% | |
| 308 | 28 | 1.9% | |
| 264 | 27 | 1.9% | |
| Other values (449) | 1070 | 73.3% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 76 | 5.2% | |
| 100 | 1 | 0.1% | |
| 160 | 1 | 0.1% | |
| 162 | 2 | 0.1% | |
| 164 | 1 | 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 1488 | 1 | 0.1% | |
| 1348 | 1 | 0.1% | |
| 1314 | 1 | 0.1% | |
| 1231 | 1 | 0.1% | |
| 1200 | 1 | 0.1% |
GarageCars
Numeric
| Distinct count | 7 |
|---|---|
| Unique (%) | 0.5% |
| Missing (%) | 0.1% |
| Missing (n) | 1 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 1.7661 |
|---|---|
| Minimum | 0 |
| Maximum | 5 |
| Zeros (%) | 5.2% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 1 |
| Median | 2 |
| Q3 | 2 |
| 95-th percentile | 3 |
| Maximum | 5 |
| Range | 5 |
| Interquartile range | 1 |
Descriptive statistics
| Standard deviation | 0.77595 |
|---|---|
| Coef of variation | 0.43935 |
| Kurtosis | 0.24961 |
| Mean | 1.7661 |
| MAD | 0.61184 |
| Skewness | -0.10714 |
| Sum | 2575 |
| Variance | 0.60209 |
| Memory size | 11.5 KiB |
Histogram with fixed size bins (bins=7)
| Value | Count | Frequency (%) | |
| 2 | 770 | 52.8% | |
| 1 | 407 | 27.9% | |
| 3 | 193 | 13.2% | |
| 0 | 76 | 5.2% | |
| 4 | 11 | 0.8% | |
| 5 | 1 | 0.1% | |
| (Missing) | 1 | 0.1% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 76 | 5.2% | |
| 1 | 407 | 27.9% | |
| 2 | 770 | 52.8% | |
| 3 | 193 | 13.2% | |
| 4 | 11 | 0.8% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 5 | 1 | 0.1% | |
| 4 | 11 | 0.8% | |
| 3 | 193 | 13.2% | |
| 2 | 770 | 52.8% | |
| 1 | 407 | 27.9% |
GarageCond
Categorical
| Distinct count | 6 |
|---|---|
| Unique (%) | 0.4% |
| Missing (%) | 5.3% |
| Missing (n) | 78 |
| TA | |
|---|---|
| Fa | 39 |
| Po | 7 |
| Other values (2) | 7 |
| (Missing) | 78 |
| Value | Count | Frequency (%) | |
| TA | 1328 | 91.0% | |
| Fa | 39 | 2.7% | |
| Po | 7 | 0.5% | |
| Gd | 6 | 0.4% | |
| Ex | 1 | 0.1% | |
| (Missing) | 78 | 5.3% |
| Max length | 3 |
|---|---|
| Mean length | 2.0535 |
| Min length | 2 |
| Contains chars | True |
| Contains digits | False |
| Contains spaces | False |
| Contains non-words | False |
GarageFinish
Categorical
| Distinct count | 4 |
|---|---|
| Unique (%) | 0.3% |
| Missing (%) | 5.3% |
| Missing (n) | 78 |
| Unf | |
|---|---|
| RFn | |
| Fin | |
| (Missing) | 78 |
| Value | Count | Frequency (%) | |
| Unf | 625 | 42.8% | |
| RFn | 389 | 26.7% | |
| Fin | 367 | 25.2% | |
| (Missing) | 78 | 5.3% |
| Max length | 3 |
|---|---|
| Mean length | 3 |
| Min length | 3 |
| Contains chars | True |
| Contains digits | False |
| Contains spaces | False |
| Contains non-words | False |
GarageQual
Categorical
| Distinct count | 5 |
|---|---|
| Unique (%) | 0.3% |
| Missing (%) | 5.3% |
| Missing (n) | 78 |
| TA | |
|---|---|
| Fa | 76 |
| Gd | 10 |
| (Missing) | 78 |
| Value | Count | Frequency (%) | |
| TA | 1293 | 88.6% | |
| Fa | 76 | 5.2% | |
| Gd | 10 | 0.7% | |
| Po | 2 | 0.1% | |
| (Missing) | 78 | 5.3% |
| Max length | 3 |
|---|---|
| Mean length | 2.0535 |
| Min length | 2 |
| Contains chars | True |
| Contains digits | False |
| Contains spaces | False |
| Contains non-words | False |
GarageType
Categorical
| Distinct count | 7 |
|---|---|
| Unique (%) | 0.5% |
| Missing (%) | 5.2% |
| Missing (n) | 76 |
| Attchd | |
|---|---|
| Detchd | |
| BuiltIn | 98 |
| Other values (3) | 40 |
| (Missing) | 76 |
| Value | Count | Frequency (%) | |
| Attchd | 853 | 58.5% | |
| Detchd | 392 | 26.9% | |
| BuiltIn | 98 | 6.7% | |
| 2Types | 17 | 1.2% | |
| Basment | 17 | 1.2% | |
| CarPort | 6 | 0.4% | |
| (Missing) | 76 | 5.2% |
| Max length | 7 |
|---|---|
| Mean length | 5.9267 |
| Min length | 3 |
| Contains chars | True |
| Contains digits | True |
| Contains spaces | False |
| Contains non-words | False |
GarageYrBlt
Numeric
| Distinct count | 98 |
|---|---|
| Unique (%) | 6.7% |
| Missing (%) | 5.3% |
| Missing (n) | 78 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 1977.7 |
|---|---|
| Minimum | 1895 |
| Maximum | 2207 |
| Zeros (%) | 0.0% |
Quantile statistics
| Minimum | 1895 |
|---|---|
| 5-th percentile | 1926 |
| Q1 | 1959 |
| Median | 1979 |
| Q3 | 2002 |
| 95-th percentile | 2007 |
| Maximum | 2207 |
| Range | 312 |
| Interquartile range | 43 |
Descriptive statistics
| Standard deviation | 26.431 |
|---|---|
| Coef of variation | 0.013364 |
| Kurtosis | 3.4979 |
| Mean | 1977.7 |
| MAD | 21.847 |
| Skewness | -0.15836 |
| Sum | 2.7312e+06 |
| Variance | 698.61 |
| Memory size | 11.5 KiB |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 2005 | 77 | 5.3% | |
| 2007 | 66 | 4.5% | |
| 2006 | 56 | 3.8% | |
| 2004 | 46 | 3.2% | |
| 2003 | 42 | 2.9% | |
| 2008 | 32 | 2.2% | |
| 1977 | 31 | 2.1% | |
| 2000 | 28 | 1.9% | |
| 2002 | 27 | 1.9% | |
| 1950 | 27 | 1.9% | |
| Other values (87) | 949 | 65.0% | |
| (Missing) | 78 | 5.3% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 1895 | 1 | 0.1% | |
| 1896 | 1 | 0.1% | |
| 1900 | 5 | 0.3% | |
| 1910 | 7 | 0.5% | |
| 1915 | 5 | 0.3% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 2207 | 1 | 0.1% | |
| 2010 | 2 | 0.1% | |
| 2009 | 8 | 0.5% | |
| 2008 | 32 | 2.2% | |
| 2007 | 66 | 4.5% |
GrLivArea
Numeric
| Distinct count | 879 |
|---|---|
| Unique (%) | 60.2% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 1486 |
|---|---|
| Minimum | 407 |
| Maximum | 5095 |
| Zeros (%) | 0.0% |
Quantile statistics
| Minimum | 407 |
|---|---|
| 5-th percentile | 864 |
| Q1 | 1117.5 |
| Median | 1432 |
| Q3 | 1721 |
| 95-th percentile | 2461.3 |
| Maximum | 5095 |
| Range | 4688 |
| Interquartile range | 603.5 |
Descriptive statistics
| Standard deviation | 485.57 |
|---|---|
| Coef of variation | 0.32675 |
| Kurtosis | 2.9203 |
| Mean | 1486 |
| MAD | 371.21 |
| Skewness | 1.1304 |
| Sum | 2.1681e+06 |
| Variance | 2.3577e+05 |
| Memory size | 11.5 KiB |
Histogram with fixed size bins (bins=10)
Histogram with variable size bins (bins=[ 407. 635. 788. 862.5 864.5 ... 1697. 1840. 2069.5 2847.5 5095. ], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 864 | 19 | 1.3% | |
| 1092 | 18 | 1.2% | |
| 1040 | 11 | 0.8% | |
| 1456 | 10 | 0.7% | |
| 936 | 9 | 0.6% | |
| 1200 | 9 | 0.6% | |
| 960 | 7 | 0.5% | |
| 1152 | 6 | 0.4% | |
| 1728 | 6 | 0.4% | |
| 1358 | 6 | 0.4% | |
| Other values (869) | 1358 | 93.1% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 407 | 1 | 0.1% | |
| 492 | 1 | 0.1% | |
| 498 | 1 | 0.1% | |
| 540 | 1 | 0.1% | |
| 572 | 1 | 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 5095 | 1 | 0.1% | |
| 3820 | 1 | 0.1% | |
| 3672 | 1 | 0.1% | |
| 3500 | 1 | 0.1% | |
| 3390 | 1 | 0.1% |
HalfBath
Categorical
| Distinct count | 3 |
|---|---|
| Unique (%) | 0.2% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| 0 | |
|---|---|
| 1 | |
| 2 | 13 |
| Value | Count | Frequency (%) | |
| 0 | 921 | 63.1% | |
| 1 | 525 | 36.0% | |
| 2 | 13 | 0.9% |
| Max length | 1 |
|---|---|
| Mean length | 1 |
| Min length | 1 |
| Contains chars | False |
| Contains digits | True |
| Contains spaces | False |
| Contains non-words | False |
Heating
Categorical
| Distinct count | 4 |
|---|---|
| Unique (%) | 0.3% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| GasA | |
|---|---|
| GasW | 9 |
| Grav | 2 |
| Value | Count | Frequency (%) | |
| GasA | 1446 | 99.1% | |
| GasW | 9 | 0.6% | |
| Grav | 2 | 0.1% | |
| Wall | 2 | 0.1% |
| Max length | 4 |
|---|---|
| Mean length | 4 |
| Min length | 4 |
| Contains chars | True |
| Contains digits | False |
| Contains spaces | False |
| Contains non-words | False |
HeatingQC
Categorical
| Distinct count | 5 |
|---|---|
| Unique (%) | 0.3% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Ex | |
|---|---|
| TA | |
| Gd | |
| Other values (2) | 45 |
| Value | Count | Frequency (%) | |
| Ex | 752 | 51.5% | |
| TA | 429 | 29.4% | |
| Gd | 233 | 16.0% | |
| Fa | 43 | 2.9% | |
| Po | 2 | 0.1% |
| Max length | 2 |
|---|---|
| Mean length | 2 |
| Min length | 2 |
| Contains chars | True |
| Contains digits | False |
| Contains spaces | False |
| Contains non-words | False |
HouseStyle
Categorical
| Distinct count | 7 |
|---|---|
| Unique (%) | 0.5% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| 1Story | |
|---|---|
| 2Story | |
| 1.5Fin | |
| Other values (4) | 127 |
| Value | Count | Frequency (%) | |
| 1Story | 745 | 51.1% | |
| 2Story | 427 | 29.3% | |
| 1.5Fin | 160 | 11.0% | |
| SLvl | 63 | 4.3% | |
| SFoyer | 46 | 3.2% | |
| 2.5Unf | 13 | 0.9% | |
| 1.5Unf | 5 | 0.3% |
| Max length | 6 |
|---|---|
| Mean length | 5.9136 |
| Min length | 4 |
| Contains chars | True |
| Contains digits | True |
| Contains spaces | False |
| Contains non-words | True |
Id
Numeric
| Distinct count | 1459 |
|---|---|
| Unique (%) | 100.0% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 2190 |
|---|---|
| Minimum | 1461 |
| Maximum | 2919 |
| Zeros (%) | 0.0% |
Quantile statistics
| Minimum | 1461 |
|---|---|
| 5-th percentile | 1533.9 |
| Q1 | 1825.5 |
| Median | 2190 |
| Q3 | 2554.5 |
| 95-th percentile | 2846.1 |
| Maximum | 2919 |
| Range | 1458 |
| Interquartile range | 729 |
Descriptive statistics
| Standard deviation | 421.32 |
|---|---|
| Coef of variation | 0.19238 |
| Kurtosis | -1.2 |
| Mean | 2190 |
| MAD | 364.75 |
| Skewness | 0 |
| Sum | 3.1952e+06 |
| Variance | 1.7751e+05 |
| Memory size | 11.5 KiB |
Histogram with fixed size bins (bins=10)
Histogram with variable size bins (bins=[1461. 2919.], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 2047 | 1 | 0.1% | |
| 2526 | 1 | 0.1% | |
| 2528 | 1 | 0.1% | |
| 2529 | 1 | 0.1% | |
| 2530 | 1 | 0.1% | |
| 2531 | 1 | 0.1% | |
| 2532 | 1 | 0.1% | |
| 2533 | 1 | 0.1% | |
| 2534 | 1 | 0.1% | |
| 2535 | 1 | 0.1% | |
| Other values (1449) | 1449 | 99.3% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 1461 | 1 | 0.1% | |
| 1462 | 1 | 0.1% | |
| 1463 | 1 | 0.1% | |
| 1464 | 1 | 0.1% | |
| 1465 | 1 | 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 2919 | 1 | 0.1% | |
| 2918 | 1 | 0.1% | |
| 2917 | 1 | 0.1% | |
| 2916 | 1 | 0.1% | |
| 2915 | 1 | 0.1% |
KitchenAbvGr
Categorical
| Distinct count | 3 |
|---|---|
| Unique (%) | 0.2% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| 1 | |
|---|---|
| 2 | 64 |
| 0 | 2 |
| Value | Count | Frequency (%) | |
| 1 | 1393 | 95.5% | |
| 2 | 64 | 4.4% | |
| 0 | 2 | 0.1% |
| Max length | 1 |
|---|---|
| Mean length | 1 |
| Min length | 1 |
| Contains chars | False |
| Contains digits | True |
| Contains spaces | False |
| Contains non-words | False |
KitchenQual
Categorical
| Distinct count | 5 |
|---|---|
| Unique (%) | 0.3% |
| Missing (%) | 0.1% |
| Missing (n) | 1 |
| TA | |
|---|---|
| Gd | |
| Ex | 105 |
| Value | Count | Frequency (%) | |
| TA | 757 | 51.9% | |
| Gd | 565 | 38.7% | |
| Ex | 105 | 7.2% | |
| Fa | 31 | 2.1% | |
| (Missing) | 1 | 0.1% |
| Max length | 3 |
|---|---|
| Mean length | 2.0007 |
| Min length | 2 |
| Contains chars | True |
| Contains digits | False |
| Contains spaces | False |
| Contains non-words | False |
LandContour
Categorical
| Distinct count | 4 |
|---|---|
| Unique (%) | 0.3% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Lvl | |
|---|---|
| HLS | 70 |
| Bnk | 54 |
| Value | Count | Frequency (%) | |
| Lvl | 1311 | 89.9% | |
| HLS | 70 | 4.8% | |
| Bnk | 54 | 3.7% | |
| Low | 24 | 1.6% |
| Max length | 3 |
|---|---|
| Mean length | 3 |
| Min length | 3 |
| Contains chars | True |
| Contains digits | False |
| Contains spaces | False |
| Contains non-words | False |
LandSlope
Categorical
| Distinct count | 3 |
|---|---|
| Unique (%) | 0.2% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Gtl | |
|---|---|
| Mod | 60 |
| Sev | 3 |
| Value | Count | Frequency (%) | |
| Gtl | 1396 | 95.7% | |
| Mod | 60 | 4.1% | |
| Sev | 3 | 0.2% |
| Max length | 3 |
|---|---|
| Mean length | 3 |
| Min length | 3 |
| Contains chars | True |
| Contains digits | False |
| Contains spaces | False |
| Contains non-words | False |
LotArea
Numeric
| Distinct count | 1106 |
|---|---|
| Unique (%) | 75.8% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 9819.2 |
|---|---|
| Minimum | 1470 |
| Maximum | 56600 |
| Zeros (%) | 0.0% |
Quantile statistics
| Minimum | 1470 |
|---|---|
| 5-th percentile | 3085.5 |
| Q1 | 7391 |
| Median | 9399 |
| Q3 | 11518 |
| 95-th percentile | 16873 |
| Maximum | 56600 |
| Range | 55130 |
| Interquartile range | 4126.5 |
Descriptive statistics
| Standard deviation | 4955.5 |
|---|---|
| Coef of variation | 0.50468 |
| Kurtosis | 20.747 |
| Mean | 9819.2 |
| MAD | 3112.1 |
| Skewness | 3.1152 |
| Sum | 1.4326e+07 |
| Variance | 2.4557e+07 |
| Memory size | 11.5 KiB |
Histogram with fixed size bins (bins=10)
Histogram with variable size bins (bins=[ 1470. 5988. 6000.5 6989. 7021.5 ... 13261. 14456.5 18270. 24246. 56600. ], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 9600 | 20 | 1.4% | |
| 7200 | 18 | 1.2% | |
| 6000 | 17 | 1.2% | |
| 9000 | 15 | 1.0% | |
| 7500 | 12 | 0.8% | |
| 10800 | 11 | 0.8% | |
| 6240 | 10 | 0.7% | |
| 7000 | 9 | 0.6% | |
| 6120 | 9 | 0.6% | |
| 1680 | 8 | 0.5% | |
| Other values (1096) | 1330 | 91.2% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 1470 | 1 | 0.1% | |
| 1476 | 1 | 0.1% | |
| 1477 | 1 | 0.1% | |
| 1484 | 1 | 0.1% | |
| 1488 | 1 | 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 56600 | 1 | 0.1% | |
| 51974 | 1 | 0.1% | |
| 50102 | 1 | 0.1% | |
| 47280 | 1 | 0.1% | |
| 47007 | 1 | 0.1% |
LotConfig
Categorical
| Distinct count | 5 |
|---|---|
| Unique (%) | 0.3% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Inside | |
|---|---|
| Corner | |
| CulDSac | 82 |
| Other values (2) | 48 |
| Value | Count | Frequency (%) | |
| Inside | 1081 | 74.1% | |
| Corner | 248 | 17.0% | |
| CulDSac | 82 | 5.6% | |
| FR2 | 38 | 2.6% | |
| FR3 | 10 | 0.7% |
| Max length | 7 |
|---|---|
| Mean length | 5.9575 |
| Min length | 3 |
| Contains chars | True |
| Contains digits | True |
| Contains spaces | False |
| Contains non-words | False |
LotFrontage
Numeric
| Distinct count | 116 |
|---|---|
| Unique (%) | 8.0% |
| Missing (%) | 15.6% |
| Missing (n) | 227 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 68.58 |
|---|---|
| Minimum | 21 |
| Maximum | 200 |
| Zeros (%) | 0.0% |
Quantile statistics
| Minimum | 21 |
|---|---|
| 5-th percentile | 27.1 |
| Q1 | 58 |
| Median | 67 |
| Q3 | 80 |
| 95-th percentile | 107.45 |
| Maximum | 200 |
| Range | 179 |
| Interquartile range | 22 |
Descriptive statistics
| Standard deviation | 22.377 |
|---|---|
| Coef of variation | 0.32629 |
| Kurtosis | 2.5872 |
| Mean | 68.58 |
| MAD | 16.48 |
| Skewness | 0.66192 |
| Sum | 84491 |
| Variance | 500.72 |
| Memory size | 11.5 KiB |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 60 | 133 | 9.1% | |
| 80 | 68 | 4.7% | |
| 70 | 63 | 4.3% | |
| 50 | 60 | 4.1% | |
| 75 | 52 | 3.6% | |
| 65 | 49 | 3.4% | |
| 85 | 36 | 2.5% | |
| 24 | 30 | 2.1% | |
| 63 | 30 | 2.1% | |
| 21 | 27 | 1.9% | |
| Other values (105) | 684 | 46.9% | |
| (Missing) | 227 | 15.6% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 21 | 27 | 1.9% | |
| 22 | 1 | 0.1% | |
| 24 | 30 | 2.1% | |
| 25 | 1 | 0.1% | |
| 26 | 3 | 0.2% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 200 | 1 | 0.1% | |
| 195 | 1 | 0.1% | |
| 160 | 2 | 0.1% | |
| 155 | 1 | 0.1% | |
| 150 | 1 | 0.1% |
LotShape
Categorical
| Distinct count | 4 |
|---|---|
| Unique (%) | 0.3% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Reg | |
|---|---|
| IR1 | |
| IR2 | 35 |
| Value | Count | Frequency (%) | |
| Reg | 934 | 64.0% | |
| IR1 | 484 | 33.2% | |
| IR2 | 35 | 2.4% | |
| IR3 | 6 | 0.4% |
| Max length | 3 |
|---|---|
| Mean length | 3 |
| Min length | 3 |
| Contains chars | True |
| Contains digits | True |
| Contains spaces | False |
| Contains non-words | False |
LowQualFinSF
Numeric
| Distinct count | 15 |
|---|---|
| Unique (%) | 1.0% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 3.5435 |
|---|---|
| Minimum | 0 |
| Maximum | 1064 |
| Zeros (%) | 99.0% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| Median | 0 |
| Q3 | 0 |
| 95-th percentile | 0 |
| Maximum | 1064 |
| Range | 1064 |
| Interquartile range | 0 |
Descriptive statistics
| Standard deviation | 44.043 |
|---|---|
| Coef of variation | 12.429 |
| Kurtosis | 308.68 |
| Mean | 3.5435 |
| MAD | 7.019 |
| Skewness | 16.167 |
| Sum | 5170 |
| Variance | 1939.8 |
| Memory size | 11.5 KiB |
Histogram with fixed size bins (bins=10)
Histogram with variable size bins (bins=[ 0. 40. 1064.], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 0 | 1445 | 99.0% | |
| 1064 | 1 | 0.1% | |
| 697 | 1 | 0.1% | |
| 512 | 1 | 0.1% | |
| 450 | 1 | 0.1% | |
| 436 | 1 | 0.1% | |
| 431 | 1 | 0.1% | |
| 362 | 1 | 0.1% | |
| 312 | 1 | 0.1% | |
| 259 | 1 | 0.1% | |
| Other values (5) | 5 | 0.3% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 1445 | 99.0% | |
| 80 | 1 | 0.1% | |
| 108 | 1 | 0.1% | |
| 114 | 1 | 0.1% | |
| 140 | 1 | 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 1064 | 1 | 0.1% | |
| 697 | 1 | 0.1% | |
| 512 | 1 | 0.1% | |
| 450 | 1 | 0.1% | |
| 436 | 1 | 0.1% |
MasVnrArea
Numeric
| Distinct count | 304 |
|---|---|
| Unique (%) | 20.8% |
| Missing (%) | 1.0% |
| Missing (n) | 15 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 100.71 |
|---|---|
| Minimum | 0 |
| Maximum | 1290 |
| Zeros (%) | 60.1% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| Median | 0 |
| Q3 | 164 |
| 95-th percentile | 478.95 |
| Maximum | 1290 |
| Range | 1290 |
| Interquartile range | 164 |
Descriptive statistics
| Standard deviation | 177.63 |
|---|---|
| Coef of variation | 1.7638 |
| Kurtosis | 8.3763 |
| Mean | 100.71 |
| MAD | 128.83 |
| Skewness | 2.5334 |
| Sum | 1.4542e+05 |
| Variance | 31551 |
| Memory size | 11.5 KiB |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 0 | 877 | 60.1% | |
| 176 | 10 | 0.7% | |
| 144 | 9 | 0.6% | |
| 120 | 8 | 0.5% | |
| 216 | 8 | 0.5% | |
| 200 | 7 | 0.5% | |
| 198 | 6 | 0.4% | |
| 504 | 6 | 0.4% | |
| 128 | 6 | 0.4% | |
| 302 | 6 | 0.4% | |
| Other values (293) | 501 | 34.3% | |
| (Missing) | 15 | 1.0% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 877 | 60.1% | |
| 1 | 1 | 0.1% | |
| 3 | 1 | 0.1% | |
| 14 | 3 | 0.2% | |
| 16 | 4 | 0.3% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 1290 | 1 | 0.1% | |
| 1224 | 2 | 0.1% | |
| 1159 | 1 | 0.1% | |
| 1110 | 1 | 0.1% | |
| 1095 | 1 | 0.1% |
MasVnrType
Categorical
| Distinct count | 5 |
|---|---|
| Unique (%) | 0.3% |
| Missing (%) | 1.1% |
| Missing (n) | 16 |
| None | |
|---|---|
| BrkFace | |
| Stone | 121 |
| (Missing) | 16 |
| Value | Count | Frequency (%) | |
| None | 878 | 60.2% | |
| BrkFace | 434 | 29.7% | |
| Stone | 121 | 8.3% | |
| BrkCmn | 10 | 0.7% | |
| (Missing) | 16 | 1.1% |
| Max length | 7 |
|---|---|
| Mean length | 4.9781 |
| Min length | 3 |
| Contains chars | True |
| Contains digits | False |
| Contains spaces | False |
| Contains non-words | False |
MiscFeature
Categorical
| Distinct count | 4 |
|---|---|
| Unique (%) | 0.3% |
| Missing (%) | 96.5% |
| Missing (n) | 1408 |
| Shed | 46 |
|---|---|
| Gar2 | 3 |
| Othr | 2 |
| (Missing) |
| Value | Count | Frequency (%) | |
| Shed | 46 | 3.2% | |
| Gar2 | 3 | 0.2% | |
| Othr | 2 | 0.1% | |
| (Missing) | 1408 | 96.5% |
| Max length | 4 |
|---|---|
| Mean length | 3.035 |
| Min length | 3 |
| Contains chars | True |
| Contains digits | True |
| Contains spaces | False |
| Contains non-words | False |
MiscVal
Numeric
| Distinct count | 26 |
|---|---|
| Unique (%) | 1.8% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 58.168 |
|---|---|
| Minimum | 0 |
| Maximum | 17000 |
| Zeros (%) | 96.5% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| Median | 0 |
| Q3 | 0 |
| 95-th percentile | 0 |
| Maximum | 17000 |
| Range | 17000 |
| Interquartile range | 0 |
Descriptive statistics
| Standard deviation | 630.81 |
|---|---|
| Coef of variation | 10.845 |
| Kurtosis | 471.52 |
| Mean | 58.168 |
| MAD | 112.27 |
| Skewness | 20.075 |
| Sum | 84867 |
| Variance | 3.9792e+05 |
| Memory size | 11.5 KiB |
Histogram with fixed size bins (bins=10)
Histogram with variable size bins (bins=[ 0. 40. 350. 725. 2250. 17000.], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 0 | 1408 | 96.5% | |
| 400 | 7 | 0.5% | |
| 450 | 5 | 0.3% | |
| 500 | 5 | 0.3% | |
| 600 | 4 | 0.3% | |
| 650 | 3 | 0.2% | |
| 2000 | 3 | 0.2% | |
| 1500 | 3 | 0.2% | |
| 3000 | 2 | 0.1% | |
| 4500 | 2 | 0.1% | |
| Other values (16) | 17 | 1.2% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 1408 | 96.5% | |
| 80 | 1 | 0.1% | |
| 300 | 1 | 0.1% | |
| 400 | 7 | 0.5% | |
| 420 | 1 | 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 17000 | 1 | 0.1% | |
| 12500 | 1 | 0.1% | |
| 6500 | 1 | 0.1% | |
| 4500 | 2 | 0.1% | |
| 3000 | 2 | 0.1% |
MoSold
Numeric
| Distinct count | 12 |
|---|---|
| Unique (%) | 0.8% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 6.1042 |
|---|---|
| Minimum | 1 |
| Maximum | 12 |
| Zeros (%) | 0.0% |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 2 |
| Q1 | 4 |
| Median | 6 |
| Q3 | 8 |
| 95-th percentile | 11 |
| Maximum | 12 |
| Range | 11 |
| Interquartile range | 4 |
Descriptive statistics
| Standard deviation | 2.7224 |
|---|---|
| Coef of variation | 0.44599 |
| Kurtosis | -0.5078 |
| Mean | 6.1042 |
| MAD | 2.161 |
| Skewness | 0.18302 |
| Sum | 8906 |
| Variance | 7.4116 |
| Memory size | 11.5 KiB |
Histogram with fixed size bins (bins=10)
Histogram with variable size bins (bins=[ 1. 2.5 4.5 7.5 9.5 12. ], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 6 | 250 | 17.1% | |
| 7 | 212 | 14.5% | |
| 5 | 190 | 13.0% | |
| 4 | 138 | 9.5% | |
| 3 | 126 | 8.6% | |
| 8 | 111 | 7.6% | |
| 9 | 95 | 6.5% | |
| 10 | 84 | 5.8% | |
| 2 | 81 | 5.6% | |
| 1 | 64 | 4.4% | |
| Other values (2) | 108 | 7.4% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 1 | 64 | 4.4% | |
| 2 | 81 | 5.6% | |
| 3 | 126 | 8.6% | |
| 4 | 138 | 9.5% | |
| 5 | 190 | 13.0% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 12 | 45 | 3.1% | |
| 11 | 63 | 4.3% | |
| 10 | 84 | 5.8% | |
| 9 | 95 | 6.5% | |
| 8 | 111 | 7.6% |
MSSubClass
Numeric
| Distinct count | 16 |
|---|---|
| Unique (%) | 1.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 57.378 |
|---|---|
| Minimum | 20 |
| Maximum | 190 |
| Zeros (%) | 0.0% |
Quantile statistics
| Minimum | 20 |
|---|---|
| 5-th percentile | 20 |
| Q1 | 20 |
| Median | 50 |
| Q3 | 70 |
| 95-th percentile | 160 |
| Maximum | 190 |
| Range | 170 |
| Interquartile range | 50 |
Descriptive statistics
| Standard deviation | 42.747 |
|---|---|
| Coef of variation | 0.745 |
| Kurtosis | 1.349 |
| Mean | 57.378 |
| MAD | 32.045 |
| Skewness | 1.3467 |
| Sum | 83715 |
| Variance | 1827.3 |
| Memory size | 11.5 KiB |
Histogram with fixed size bins (bins=10)
Histogram with variable size bins (bins=[ 20. 25. 35. 47.5 55. ... 135. 155. 170. 185. 190. ], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 20 | 543 | 37.2% | |
| 60 | 276 | 18.9% | |
| 50 | 143 | 9.8% | |
| 120 | 95 | 6.5% | |
| 30 | 70 | 4.8% | |
| 70 | 68 | 4.7% | |
| 160 | 65 | 4.5% | |
| 80 | 60 | 4.1% | |
| 90 | 57 | 3.9% | |
| 190 | 31 | 2.1% | |
| Other values (6) | 51 | 3.5% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 20 | 543 | 37.2% | |
| 30 | 70 | 4.8% | |
| 40 | 2 | 0.1% | |
| 45 | 6 | 0.4% | |
| 50 | 143 | 9.8% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 190 | 31 | 2.1% | |
| 180 | 7 | 0.5% | |
| 160 | 65 | 4.5% | |
| 150 | 1 | 0.1% | |
| 120 | 95 | 6.5% |
MSZoning
Categorical
| Distinct count | 6 |
|---|---|
| Unique (%) | 0.4% |
| Missing (%) | 0.3% |
| Missing (n) | 4 |
| RL | |
|---|---|
| RM | |
| FV | 74 |
| Other values (2) | 25 |
| Value | Count | Frequency (%) | |
| RL | 1114 | 76.4% | |
| RM | 242 | 16.6% | |
| FV | 74 | 5.1% | |
| C (all) | 15 | 1.0% | |
| RH | 10 | 0.7% | |
| (Missing) | 4 | 0.3% |
| Max length | 7 |
|---|---|
| Mean length | 2.0541 |
| Min length | 2 |
| Contains chars | True |
| Contains digits | False |
| Contains spaces | True |
| Contains non-words | True |
Neighborhood
Categorical
| Distinct count | 25 |
|---|---|
| Unique (%) | 1.7% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| NAmes | |
|---|---|
| OldTown | 126 |
| CollgCr | 117 |
| Other values (22) |
| Value | Count | Frequency (%) | |
| NAmes | 218 | 14.9% | |
| OldTown | 126 | 8.6% | |
| CollgCr | 117 | 8.0% | |
| Somerst | 96 | 6.6% | |
| Edwards | 94 | 6.4% | |
| NridgHt | 89 | 6.1% | |
| Gilbert | 86 | 5.9% | |
| Sawyer | 77 | 5.3% | |
| SawyerW | 66 | 4.5% | |
| Mitchel | 65 | 4.5% | |
| Other values (15) | 425 | 29.1% |
| Max length | 7 |
|---|---|
| Mean length | 6.5058 |
| Min length | 5 |
| Contains chars | True |
| Contains digits | False |
| Contains spaces | False |
| Contains non-words | False |
OpenPorchSF
Numeric
| Distinct count | 203 |
|---|---|
| Unique (%) | 13.9% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 48.314 |
|---|---|
| Minimum | 0 |
| Maximum | 742 |
| Zeros (%) | 44.0% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| Median | 28 |
| Q3 | 72 |
| 95-th percentile | 189 |
| Maximum | 742 |
| Range | 742 |
| Interquartile range | 72 |
Descriptive statistics
| Standard deviation | 68.883 |
|---|---|
| Coef of variation | 1.4257 |
| Kurtosis | 13.011 |
| Mean | 48.314 |
| MAD | 48.812 |
| Skewness | 2.6878 |
| Sum | 70490 |
| Variance | 4744.9 |
| Memory size | 11.5 KiB |
Histogram with fixed size bins (bins=10)
Histogram with variable size bins (bins=[ 0. 3. 15.5 23.5 30.5 ... 120.5 196. 277. 377. 742. ], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 0 | 642 | 44.0% | |
| 48 | 29 | 2.0% | |
| 32 | 27 | 1.9% | |
| 40 | 25 | 1.7% | |
| 36 | 23 | 1.6% | |
| 28 | 21 | 1.4% | |
| 24 | 20 | 1.4% | |
| 50 | 16 | 1.1% | |
| 64 | 15 | 1.0% | |
| 30 | 15 | 1.0% | |
| Other values (193) | 626 | 42.9% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 642 | 44.0% | |
| 6 | 1 | 0.1% | |
| 10 | 1 | 0.1% | |
| 11 | 2 | 0.1% | |
| 12 | 2 | 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 742 | 1 | 0.1% | |
| 570 | 1 | 0.1% | |
| 484 | 1 | 0.1% | |
| 444 | 1 | 0.1% | |
| 382 | 1 | 0.1% |
OverallCond
Numeric
| Distinct count | 9 |
|---|---|
| Unique (%) | 0.6% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 5.5538 |
|---|---|
| Minimum | 1 |
| Maximum | 9 |
| Zeros (%) | 0.0% |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 4 |
| Q1 | 5 |
| Median | 5 |
| Q3 | 6 |
| 95-th percentile | 8 |
| Maximum | 9 |
| Range | 8 |
| Interquartile range | 1 |
Descriptive statistics
| Standard deviation | 1.1137 |
|---|---|
| Coef of variation | 0.20054 |
| Kurtosis | 1.8518 |
| Mean | 5.5538 |
| MAD | 0.86859 |
| Skewness | 0.44916 |
| Sum | 8103 |
| Variance | 1.2404 |
| Memory size | 11.5 KiB |
Histogram with fixed size bins (bins=9)
Histogram with variable size bins (bins=[1. 2.5 4.5 5.5 6.5 7.5 9. ], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 5 | 824 | 56.5% | |
| 6 | 279 | 19.1% | |
| 7 | 185 | 12.7% | |
| 8 | 72 | 4.9% | |
| 4 | 44 | 3.0% | |
| 3 | 25 | 1.7% | |
| 9 | 19 | 1.3% | |
| 1 | 6 | 0.4% | |
| 2 | 5 | 0.3% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 1 | 6 | 0.4% | |
| 2 | 5 | 0.3% | |
| 3 | 25 | 1.7% | |
| 4 | 44 | 3.0% | |
| 5 | 824 | 56.5% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 9 | 19 | 1.3% | |
| 8 | 72 | 4.9% | |
| 7 | 185 | 12.7% | |
| 6 | 279 | 19.1% | |
| 5 | 824 | 56.5% |
OverallQual
Numeric
| Distinct count | 10 |
|---|---|
| Unique (%) | 0.7% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 6.0788 |
|---|---|
| Minimum | 1 |
| Maximum | 10 |
| Zeros (%) | 0.0% |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 4 |
| Q1 | 5 |
| Median | 6 |
| Q3 | 7 |
| 95-th percentile | 9 |
| Maximum | 10 |
| Range | 9 |
| Interquartile range | 2 |
Descriptive statistics
| Standard deviation | 1.4368 |
|---|---|
| Coef of variation | 0.23636 |
| Kurtosis | 0.037641 |
| Mean | 6.0788 |
| MAD | 1.1392 |
| Skewness | 0.1812 |
| Sum | 8869 |
| Variance | 2.0644 |
| Memory size | 11.5 KiB |
Histogram with fixed size bins (bins=10)
Histogram with variable size bins (bins=[ 1. 3.5 4.5 6.5 7.5 8.5 9.5 10. ], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 5 | 428 | 29.3% | |
| 6 | 357 | 24.5% | |
| 7 | 281 | 19.3% | |
| 8 | 174 | 11.9% | |
| 4 | 110 | 7.5% | |
| 9 | 64 | 4.4% | |
| 3 | 20 | 1.4% | |
| 10 | 13 | 0.9% | |
| 2 | 10 | 0.7% | |
| 1 | 2 | 0.1% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 1 | 2 | 0.1% | |
| 2 | 10 | 0.7% | |
| 3 | 20 | 1.4% | |
| 4 | 110 | 7.5% | |
| 5 | 428 | 29.3% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 10 | 13 | 0.9% | |
| 9 | 64 | 4.4% | |
| 8 | 174 | 11.9% | |
| 7 | 281 | 19.3% | |
| 6 | 357 | 24.5% |
PavedDrive
Categorical
| Distinct count | 3 |
|---|---|
| Unique (%) | 0.2% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Y | |
|---|---|
| N | 126 |
| P | 32 |
| Value | Count | Frequency (%) | |
| Y | 1301 | 89.2% | |
| N | 126 | 8.6% | |
| P | 32 | 2.2% |
| Max length | 1 |
|---|---|
| Mean length | 1 |
| Min length | 1 |
| Contains chars | True |
| Contains digits | False |
| Contains spaces | False |
| Contains non-words | False |
PoolArea
Numeric
| Distinct count | 7 |
|---|---|
| Unique (%) | 0.5% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 1.7443 |
|---|---|
| Minimum | 0 |
| Maximum | 800 |
| Zeros (%) | 99.6% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| Median | 0 |
| Q3 | 0 |
| 95-th percentile | 0 |
| Maximum | 800 |
| Range | 800 |
| Interquartile range | 0 |
Descriptive statistics
| Standard deviation | 30.492 |
|---|---|
| Coef of variation | 17.48 |
| Kurtosis | 445.66 |
| Mean | 1.7443 |
| MAD | 3.4743 |
| Skewness | 20.197 |
| Sum | 2545 |
| Variance | 929.74 |
| Memory size | 11.5 KiB |
Histogram with fixed size bins (bins=7)
Histogram with variable size bins (bins=[ 0. 72. 800.], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 0 | 1453 | 99.6% | |
| 800 | 1 | 0.1% | |
| 561 | 1 | 0.1% | |
| 444 | 1 | 0.1% | |
| 368 | 1 | 0.1% | |
| 228 | 1 | 0.1% | |
| 144 | 1 | 0.1% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 1453 | 99.6% | |
| 144 | 1 | 0.1% | |
| 228 | 1 | 0.1% | |
| 368 | 1 | 0.1% | |
| 444 | 1 | 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 800 | 1 | 0.1% | |
| 561 | 1 | 0.1% | |
| 444 | 1 | 0.1% | |
| 368 | 1 | 0.1% | |
| 228 | 1 | 0.1% |
PoolQC
Categorical
| Distinct count | 3 |
|---|---|
| Unique (%) | 0.2% |
| Missing (%) | 99.8% |
| Missing (n) | 1456 |
| Ex | 2 |
|---|---|
| Gd | 1 |
| (Missing) |
| Value | Count | Frequency (%) | |
| Ex | 2 | 0.1% | |
| Gd | 1 | 0.1% | |
| (Missing) | 1456 | 99.8% |
| Max length | 3 |
|---|---|
| Mean length | 2.9979 |
| Min length | 2 |
| Contains chars | True |
| Contains digits | False |
| Contains spaces | False |
| Contains non-words | False |
RoofMatl
Categorical
| Distinct count | 4 |
|---|---|
| Unique (%) | 0.3% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| CompShg | |
|---|---|
| Tar&Grv | 12 |
| WdShake | 4 |
| Value | Count | Frequency (%) | |
| CompShg | 1442 | 98.8% | |
| Tar&Grv | 12 | 0.8% | |
| WdShake | 4 | 0.3% | |
| WdShngl | 1 | 0.1% |
| Max length | 7 |
|---|---|
| Mean length | 7 |
| Min length | 7 |
| Contains chars | True |
| Contains digits | False |
| Contains spaces | False |
| Contains non-words | True |
RoofStyle
Categorical
| Distinct count | 6 |
|---|---|
| Unique (%) | 0.4% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Gable | |
|---|---|
| Hip | |
| Gambrel | 11 |
| Other values (3) | 14 |
| Value | Count | Frequency (%) | |
| Gable | 1169 | 80.1% | |
| Hip | 265 | 18.2% | |
| Gambrel | 11 | 0.8% | |
| Flat | 7 | 0.5% | |
| Mansard | 4 | 0.3% | |
| Shed | 3 | 0.2% |
| Max length | 7 |
|---|---|
| Mean length | 4.6504 |
| Min length | 3 |
| Contains chars | True |
| Contains digits | False |
| Contains spaces | False |
| Contains non-words | False |
SaleCondition
Categorical
| Distinct count | 6 |
|---|---|
| Unique (%) | 0.4% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Normal | |
|---|---|
| Partial | 120 |
| Abnorml | 89 |
| Other values (3) | 46 |
| Value | Count | Frequency (%) | |
| Normal | 1204 | 82.5% | |
| Partial | 120 | 8.2% | |
| Abnorml | 89 | 6.1% | |
| Family | 26 | 1.8% | |
| Alloca | 12 | 0.8% | |
| AdjLand | 8 | 0.5% |
| Max length | 7 |
|---|---|
| Mean length | 6.1487 |
| Min length | 6 |
| Contains chars | True |
| Contains digits | False |
| Contains spaces | False |
| Contains non-words | False |
SaleType
Categorical
| Distinct count | 10 |
|---|---|
| Unique (%) | 0.7% |
| Missing (%) | 0.1% |
| Missing (n) | 1 |
| WD | |
|---|---|
| New | 117 |
| COD | 44 |
| Other values (6) | 39 |
| Value | Count | Frequency (%) | |
| WD | 1258 | 86.2% | |
| New | 117 | 8.0% | |
| COD | 44 | 3.0% | |
| ConLD | 17 | 1.2% | |
| CWD | 8 | 0.5% | |
| ConLI | 4 | 0.3% | |
| Oth | 4 | 0.3% | |
| Con | 3 | 0.2% | |
| ConLw | 3 | 0.2% | |
| (Missing) | 1 | 0.1% |
| Max length | 5 |
|---|---|
| Mean length | 2.1707 |
| Min length | 2 |
| Contains chars | True |
| Contains digits | False |
| Contains spaces | False |
| Contains non-words | False |
ScreenPorch
Numeric
| Distinct count | 75 |
|---|---|
| Unique (%) | 5.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 17.064 |
|---|---|
| Minimum | 0 |
| Maximum | 576 |
| Zeros (%) | 90.4% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| Median | 0 |
| Q3 | 0 |
| 95-th percentile | 162.2 |
| Maximum | 576 |
| Range | 576 |
| Interquartile range | 0 |
Descriptive statistics
| Standard deviation | 56.61 |
|---|---|
| Coef of variation | 3.3174 |
| Kurtosis | 17.24 |
| Mean | 17.064 |
| MAD | 30.854 |
| Skewness | 3.7882 |
| Sum | 24897 |
| Variance | 3204.7 |
| Memory size | 11.5 KiB |
Histogram with fixed size bins (bins=10)
Histogram with variable size bins (bins=[ 0. 32. 86. 143. 144.5 229.5 305. 576. ], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 0 | 1319 | 90.4% | |
| 144 | 10 | 0.7% | |
| 168 | 7 | 0.5% | |
| 216 | 6 | 0.4% | |
| 200 | 5 | 0.3% | |
| 192 | 5 | 0.3% | |
| 120 | 4 | 0.3% | |
| 225 | 3 | 0.2% | |
| 153 | 3 | 0.2% | |
| 155 | 3 | 0.2% | |
| Other values (65) | 94 | 6.4% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 1319 | 90.4% | |
| 64 | 1 | 0.1% | |
| 84 | 1 | 0.1% | |
| 88 | 1 | 0.1% | |
| 92 | 2 | 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 576 | 1 | 0.1% | |
| 490 | 1 | 0.1% | |
| 348 | 1 | 0.1% | |
| 342 | 1 | 0.1% | |
| 322 | 1 | 0.1% |
Street
Categorical
| Distinct count | 2 |
|---|---|
| Unique (%) | 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Pave | |
|---|---|
| Grvl | 6 |
| Value | Count | Frequency (%) | |
| Pave | 1453 | 99.6% | |
| Grvl | 6 | 0.4% |
| Max length | 4 |
|---|---|
| Mean length | 4 |
| Min length | 4 |
| Contains chars | True |
| Contains digits | False |
| Contains spaces | False |
| Contains non-words | False |
TotalBsmtSF
Numeric
| Distinct count | 737 |
|---|---|
| Unique (%) | 50.5% |
| Missing (%) | 0.1% |
| Missing (n) | 1 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 1046.1 |
|---|---|
| Minimum | 0 |
| Maximum | 5095 |
| Zeros (%) | 2.8% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 392 |
| Q1 | 784 |
| Median | 988 |
| Q3 | 1305 |
| 95-th percentile | 1782 |
| Maximum | 5095 |
| Range | 5095 |
| Interquartile range | 521 |
Descriptive statistics
| Standard deviation | 442.9 |
|---|---|
| Coef of variation | 0.42337 |
| Kurtosis | 5.2038 |
| Mean | 1046.1 |
| MAD | 332.86 |
| Skewness | 0.81359 |
| Sum | 1.5252e+06 |
| Variance | 1.9616e+05 |
| Memory size | 11.5 KiB |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 0 | 41 | 2.8% | |
| 864 | 39 | 2.7% | |
| 960 | 13 | 0.9% | |
| 546 | 12 | 0.8% | |
| 672 | 12 | 0.8% | |
| 384 | 12 | 0.8% | |
| 1008 | 12 | 0.8% | |
| 768 | 12 | 0.8% | |
| 1040 | 11 | 0.8% | |
| 912 | 11 | 0.8% | |
| Other values (726) | 1283 | 87.9% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 41 | 2.8% | |
| 160 | 1 | 0.1% | |
| 173 | 1 | 0.1% | |
| 192 | 1 | 0.1% | |
| 216 | 2 | 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 5095 | 1 | 0.1% | |
| 2846 | 1 | 0.1% | |
| 2660 | 1 | 0.1% | |
| 2630 | 1 | 0.1% | |
| 2552 | 1 | 0.1% |
TotRmsAbvGrd
Numeric
| Distinct count | 12 |
|---|---|
| Unique (%) | 0.8% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 6.3852 |
|---|---|
| Minimum | 3 |
| Maximum | 15 |
| Zeros (%) | 0.0% |
Quantile statistics
| Minimum | 3 |
|---|---|
| 5-th percentile | 4 |
| Q1 | 5 |
| Median | 6 |
| Q3 | 7 |
| 95-th percentile | 9 |
| Maximum | 15 |
| Range | 12 |
| Interquartile range | 2 |
Descriptive statistics
| Standard deviation | 1.5089 |
|---|---|
| Coef of variation | 0.23631 |
| Kurtosis | 1.5226 |
| Mean | 6.3852 |
| MAD | 1.179 |
| Skewness | 0.8426 |
| Sum | 9316 |
| Variance | 2.2768 |
| Memory size | 11.5 KiB |
Histogram with fixed size bins (bins=10)
Histogram with variable size bins (bins=[ 3. 3.5 4.5 5.5 6.5 ... 8.5 9.5 10.5 12.5 15. ], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 6 | 442 | 30.3% | |
| 7 | 320 | 21.9% | |
| 5 | 308 | 21.1% | |
| 8 | 160 | 11.0% | |
| 4 | 99 | 6.8% | |
| 9 | 68 | 4.7% | |
| 10 | 33 | 2.3% | |
| 11 | 14 | 1.0% | |
| 3 | 8 | 0.5% | |
| 12 | 5 | 0.3% | |
| Other values (2) | 2 | 0.1% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 3 | 8 | 0.5% | |
| 4 | 99 | 6.8% | |
| 5 | 308 | 21.1% | |
| 6 | 442 | 30.3% | |
| 7 | 320 | 21.9% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 15 | 1 | 0.1% | |
| 13 | 1 | 0.1% | |
| 12 | 5 | 0.3% | |
| 11 | 14 | 1.0% | |
| 10 | 33 | 2.3% |
Utilities
Constant
This variable is constant and should be ignored for analysis
| Constant value | AllPub |
|---|
WoodDeckSF
Numeric
| Distinct count | 263 |
|---|---|
| Unique (%) | 18.0% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 93.175 |
|---|---|
| Minimum | 0 |
| Maximum | 1424 |
| Zeros (%) | 52.2% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| Median | 0 |
| Q3 | 168 |
| 95-th percentile | 319 |
| Maximum | 1424 |
| Range | 1424 |
| Interquartile range | 168 |
Descriptive statistics
| Standard deviation | 127.74 |
|---|---|
| Coef of variation | 1.371 |
| Kurtosis | 10.249 |
| Mean | 93.175 |
| MAD | 101.49 |
| Skewness | 2.1308 |
| Sum | 1.3594e+05 |
| Variance | 16319 |
| Memory size | 11.5 KiB |
Histogram with fixed size bins (bins=10)
Histogram with variable size bins (bins=[ 0. 2. 21. 99.5 101. ... 212.5 320.5 501.5 687. 1424. ], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 0 | 762 | 52.2% | |
| 100 | 38 | 2.6% | |
| 192 | 32 | 2.2% | |
| 144 | 28 | 1.9% | |
| 168 | 28 | 1.9% | |
| 120 | 22 | 1.5% | |
| 140 | 14 | 1.0% | |
| 200 | 11 | 0.8% | |
| 240 | 10 | 0.7% | |
| 160 | 9 | 0.6% | |
| Other values (253) | 505 | 34.6% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 762 | 52.2% | |
| 4 | 1 | 0.1% | |
| 14 | 1 | 0.1% | |
| 16 | 1 | 0.1% | |
| 20 | 1 | 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 1424 | 1 | 0.1% | |
| 870 | 1 | 0.1% | |
| 690 | 1 | 0.1% | |
| 684 | 1 | 0.1% | |
| 657 | 1 | 0.1% |
YearBuilt
Numeric
| Distinct count | 106 |
|---|---|
| Unique (%) | 7.3% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 1971.4 |
|---|---|
| Minimum | 1879 |
| Maximum | 2010 |
| Zeros (%) | 0.0% |
Quantile statistics
| Minimum | 1879 |
|---|---|
| 5-th percentile | 1915 |
| Q1 | 1953 |
| Median | 1973 |
| Q3 | 2001 |
| 95-th percentile | 2007 |
| Maximum | 2010 |
| Range | 131 |
| Interquartile range | 48 |
Descriptive statistics
| Standard deviation | 30.39 |
|---|---|
| Coef of variation | 0.015416 |
| Kurtosis | -0.57932 |
| Mean | 1971.4 |
| MAD | 25.425 |
| Skewness | -0.58766 |
| Sum | 2.8762e+06 |
| Variance | 923.56 |
| Memory size | 11.5 KiB |
Histogram with fixed size bins (bins=10)
Histogram with variable size bins (bins=[1879. 1898. 1900.5 1908.5 1911. ... 2002.5 2004.5 2007.5 2008.5 2010. ], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 2005 | 78 | 5.3% | |
| 2006 | 71 | 4.9% | |
| 2007 | 60 | 4.1% | |
| 2004 | 45 | 3.1% | |
| 2003 | 43 | 2.9% | |
| 1999 | 27 | 1.9% | |
| 1920 | 27 | 1.9% | |
| 2008 | 26 | 1.8% | |
| 1910 | 26 | 1.8% | |
| 1956 | 25 | 1.7% | |
| Other values (96) | 1031 | 70.7% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 1879 | 1 | 0.1% | |
| 1880 | 1 | 0.1% | |
| 1890 | 5 | 0.3% | |
| 1895 | 3 | 0.2% | |
| 1896 | 1 | 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 2010 | 2 | 0.1% | |
| 2009 | 7 | 0.5% | |
| 2008 | 26 | 1.8% | |
| 2007 | 60 | 4.1% | |
| 2006 | 71 | 4.9% |
YearRemodAdd
Numeric
| Distinct count | 61 |
|---|---|
| Unique (%) | 4.2% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 1983.7 |
|---|---|
| Minimum | 1950 |
| Maximum | 2010 |
| Zeros (%) | 0.0% |
Quantile statistics
| Minimum | 1950 |
|---|---|
| 5-th percentile | 1950 |
| Q1 | 1963 |
| Median | 1992 |
| Q3 | 2004 |
| 95-th percentile | 2007 |
| Maximum | 2010 |
| Range | 60 |
| Interquartile range | 41 |
Descriptive statistics
| Standard deviation | 21.13 |
|---|---|
| Coef of variation | 0.010652 |
| Kurtosis | -1.4126 |
| Mean | 1983.7 |
| MAD | 19.272 |
| Skewness | -0.39991 |
| Sum | 2.8942e+06 |
| Variance | 446.5 |
| Memory size | 11.5 KiB |
Histogram with fixed size bins (bins=10)
Histogram with variable size bins (bins=[1950. 1950.5 1980.5 1989.5 1992.5 1997.5 2004.5 2007.5 2008.5 2010. ], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 1950 | 183 | 12.5% | |
| 2006 | 105 | 7.2% | |
| 2007 | 88 | 6.0% | |
| 2005 | 68 | 4.7% | |
| 2004 | 49 | 3.4% | |
| 2000 | 49 | 3.4% | |
| 2003 | 48 | 3.3% | |
| 2008 | 41 | 2.8% | |
| 1998 | 41 | 2.8% | |
| 2002 | 34 | 2.3% | |
| Other values (51) | 753 | 51.6% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 1950 | 183 | 12.5% | |
| 1951 | 10 | 0.7% | |
| 1952 | 10 | 0.7% | |
| 1953 | 10 | 0.7% | |
| 1954 | 14 | 1.0% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 2010 | 7 | 0.5% | |
| 2009 | 11 | 0.8% | |
| 2008 | 41 | 2.8% | |
| 2007 | 88 | 6.0% | |
| 2006 | 105 | 7.2% |
YrSold
Numeric
| Distinct count | 5 |
|---|---|
| Unique (%) | 0.3% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 2007.8 |
|---|---|
| Minimum | 2006 |
| Maximum | 2010 |
| Zeros (%) | 0.0% |
Quantile statistics
| Minimum | 2006 |
|---|---|
| 5-th percentile | 2006 |
| Q1 | 2007 |
| Median | 2008 |
| Q3 | 2009 |
| 95-th percentile | 2010 |
| Maximum | 2010 |
| Range | 4 |
| Interquartile range | 2 |
Descriptive statistics
| Standard deviation | 1.3017 |
|---|---|
| Coef of variation | 0.00064835 |
| Kurtosis | -1.1148 |
| Mean | 2007.8 |
| MAD | 1.1229 |
| Skewness | 0.16899 |
| Sum | 2.9293e+06 |
| Variance | 1.6945 |
| Memory size | 11.5 KiB |
Histogram with fixed size bins (bins=5)
Histogram with variable size bins (bins=[2006. 2006.5 2010. ], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 2007 | 363 | 24.9% | |
| 2008 | 318 | 21.8% | |
| 2009 | 309 | 21.2% | |
| 2006 | 305 | 20.9% | |
| 2010 | 164 | 11.2% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 2006 | 305 | 20.9% | |
| 2007 | 363 | 24.9% | |
| 2008 | 318 | 21.8% | |
| 2009 | 309 | 21.2% | |
| 2010 | 164 | 11.2% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 2010 | 164 | 11.2% | |
| 2009 | 309 | 21.2% | |
| 2008 | 318 | 21.8% | |
| 2007 | 363 | 24.9% | |
| 2006 | 305 | 20.9% |
First rows
| 1stFlrSF | 2ndFlrSF | 3SsnPorch | Alley | BedroomAbvGr | BldgType | BsmtCond | BsmtExposure | BsmtFinSF1 | BsmtFinSF2 | BsmtFinType1 | BsmtFinType2 | BsmtFullBath | BsmtHalfBath | BsmtQual | BsmtUnfSF | CentralAir | Condition1 | Condition2 | Electrical | EnclosedPorch | ExterCond | Exterior1st | Exterior2nd | ExterQual | Fence | FireplaceQu | Fireplaces | Foundation | FullBath | Functional | GarageArea | GarageCars | GarageCond | GarageFinish | GarageQual | GarageType | GarageYrBlt | GrLivArea | HalfBath | Heating | HeatingQC | HouseStyle | Id | KitchenAbvGr | KitchenQual | LandContour | LandSlope | LotArea | LotConfig | LotFrontage | LotShape | LowQualFinSF | MasVnrArea | MasVnrType | MiscFeature | MiscVal | MoSold | MSSubClass | MSZoning | Neighborhood | OpenPorchSF | OverallCond | OverallQual | PavedDrive | PoolArea | PoolQC | RoofMatl | RoofStyle | SaleCondition | SaleType | ScreenPorch | Street | TotalBsmtSF | TotRmsAbvGrd | Utilities | WoodDeckSF | YearBuilt | YearRemodAdd | YrSold | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 896 | 0 | 0 | NaN | 2 | 1Fam | TA | No | 468.0 | 144.0 | Rec | LwQ | 0.0 | 0.0 | TA | 270.0 | Y | Feedr | Norm | SBrkr | 0 | TA | VinylSd | VinylSd | TA | MnPrv | NaN | 0 | CBlock | 1 | Typ | 730.0 | 1.0 | TA | Unf | TA | Attchd | 1961.0 | 896 | 0 | GasA | TA | 1Story | 1461 | 1 | TA | Lvl | Gtl | 11622 | Inside | 80.0 | Reg | 0 | 0.0 | None | NaN | 0 | 6 | 20 | RH | NAmes | 0 | 6 | 5 | Y | 0 | NaN | CompShg | Gable | Normal | WD | 120 | Pave | 882.0 | 5 | AllPub | 140 | 1961 | 1961 | 2010 |
| 1 | 1329 | 0 | 0 | NaN | 3 | 1Fam | TA | No | 923.0 | 0.0 | ALQ | Unf | 0.0 | 0.0 | TA | 406.0 | Y | Norm | Norm | SBrkr | 0 | TA | Wd Sdng | Wd Sdng | TA | NaN | NaN | 0 | CBlock | 1 | Typ | 312.0 | 1.0 | TA | Unf | TA | Attchd | 1958.0 | 1329 | 1 | GasA | TA | 1Story | 1462 | 1 | Gd | Lvl | Gtl | 14267 | Corner | 81.0 | IR1 | 0 | 108.0 | BrkFace | Gar2 | 12500 | 6 | 20 | RL | NAmes | 36 | 6 | 6 | Y | 0 | NaN | CompShg | Hip | Normal | WD | 0 | Pave | 1329.0 | 6 | AllPub | 393 | 1958 | 1958 | 2010 |
| 2 | 928 | 701 | 0 | NaN | 3 | 1Fam | TA | No | 791.0 | 0.0 | GLQ | Unf | 0.0 | 0.0 | Gd | 137.0 | Y | Norm | Norm | SBrkr | 0 | TA | VinylSd | VinylSd | TA | MnPrv | TA | 1 | PConc | 2 | Typ | 482.0 | 2.0 | TA | Fin | TA | Attchd | 1997.0 | 1629 | 1 | GasA | Gd | 2Story | 1463 | 1 | TA | Lvl | Gtl | 13830 | Inside | 74.0 | IR1 | 0 | 0.0 | None | NaN | 0 | 3 | 60 | RL | Gilbert | 34 | 5 | 5 | Y | 0 | NaN | CompShg | Gable | Normal | WD | 0 | Pave | 928.0 | 6 | AllPub | 212 | 1997 | 1998 | 2010 |
| 3 | 926 | 678 | 0 | NaN | 3 | 1Fam | TA | No | 602.0 | 0.0 | GLQ | Unf | 0.0 | 0.0 | TA | 324.0 | Y | Norm | Norm | SBrkr | 0 | TA | VinylSd | VinylSd | TA | NaN | Gd | 1 | PConc | 2 | Typ | 470.0 | 2.0 | TA | Fin | TA | Attchd | 1998.0 | 1604 | 1 | GasA | Ex | 2Story | 1464 | 1 | Gd | Lvl | Gtl | 9978 | Inside | 78.0 | IR1 | 0 | 20.0 | BrkFace | NaN | 0 | 6 | 60 | RL | Gilbert | 36 | 6 | 6 | Y | 0 | NaN | CompShg | Gable | Normal | WD | 0 | Pave | 926.0 | 7 | AllPub | 360 | 1998 | 1998 | 2010 |
| 4 | 1280 | 0 | 0 | NaN | 2 | TwnhsE | TA | No | 263.0 | 0.0 | ALQ | Unf | 0.0 | 0.0 | Gd | 1017.0 | Y | Norm | Norm | SBrkr | 0 | TA | HdBoard | HdBoard | Gd | NaN | NaN | 0 | PConc | 2 | Typ | 506.0 | 2.0 | TA | RFn | TA | Attchd | 1992.0 | 1280 | 0 | GasA | Ex | 1Story | 1465 | 1 | Gd | HLS | Gtl | 5005 | Inside | 43.0 | IR1 | 0 | 0.0 | None | NaN | 0 | 1 | 120 | RL | StoneBr | 82 | 5 | 8 | Y | 0 | NaN | CompShg | Gable | Normal | WD | 144 | Pave | 1280.0 | 5 | AllPub | 0 | 1992 | 1992 | 2010 |
| 5 | 763 | 892 | 0 | NaN | 3 | 1Fam | TA | No | 0.0 | 0.0 | Unf | Unf | 0.0 | 0.0 | Gd | 763.0 | Y | Norm | Norm | SBrkr | 0 | TA | HdBoard | HdBoard | TA | NaN | TA | 1 | PConc | 2 | Typ | 440.0 | 2.0 | TA | Fin | TA | Attchd | 1993.0 | 1655 | 1 | GasA | Gd | 2Story | 1466 | 1 | TA | Lvl | Gtl | 10000 | Corner | 75.0 | IR1 | 0 | 0.0 | None | NaN | 0 | 4 | 60 | RL | Gilbert | 84 | 5 | 6 | Y | 0 | NaN | CompShg | Gable | Normal | WD | 0 | Pave | 763.0 | 7 | AllPub | 157 | 1993 | 1994 | 2010 |
| 6 | 1187 | 0 | 0 | NaN | 3 | 1Fam | TA | No | 935.0 | 0.0 | ALQ | Unf | 1.0 | 0.0 | Gd | 233.0 | Y | Norm | Norm | SBrkr | 0 | Gd | HdBoard | HdBoard | TA | GdPrv | NaN | 0 | PConc | 2 | Typ | 420.0 | 2.0 | TA | Fin | TA | Attchd | 1992.0 | 1187 | 0 | GasA | Ex | 1Story | 1467 | 1 | TA | Lvl | Gtl | 7980 | Inside | NaN | IR1 | 0 | 0.0 | None | Shed | 500 | 3 | 20 | RL | Gilbert | 21 | 7 | 6 | Y | 0 | NaN | CompShg | Gable | Normal | WD | 0 | Pave | 1168.0 | 6 | AllPub | 483 | 1992 | 2007 | 2010 |
| 7 | 789 | 676 | 0 | NaN | 3 | 1Fam | TA | No | 0.0 | 0.0 | Unf | Unf | 0.0 | 0.0 | Gd | 789.0 | Y | Norm | Norm | SBrkr | 0 | TA | VinylSd | VinylSd | TA | NaN | Gd | 1 | PConc | 2 | Typ | 393.0 | 2.0 | TA | Fin | TA | Attchd | 1998.0 | 1465 | 1 | GasA | Gd | 2Story | 1468 | 1 | TA | Lvl | Gtl | 8402 | Inside | 63.0 | IR1 | 0 | 0.0 | None | NaN | 0 | 5 | 60 | RL | Gilbert | 75 | 5 | 6 | Y | 0 | NaN | CompShg | Gable | Normal | WD | 0 | Pave | 789.0 | 7 | AllPub | 0 | 1998 | 1998 | 2010 |
| 8 | 1341 | 0 | 0 | NaN | 2 | 1Fam | TA | Gd | 637.0 | 0.0 | GLQ | Unf | 1.0 | 0.0 | Gd | 663.0 | Y | Norm | Norm | SBrkr | 0 | TA | HdBoard | HdBoard | TA | NaN | Po | 1 | PConc | 1 | Typ | 506.0 | 2.0 | TA | Unf | TA | Attchd | 1990.0 | 1341 | 1 | GasA | Gd | 1Story | 1469 | 1 | Gd | Lvl | Gtl | 10176 | Inside | 85.0 | Reg | 0 | 0.0 | None | NaN | 0 | 2 | 20 | RL | Gilbert | 0 | 5 | 7 | Y | 0 | NaN | CompShg | Gable | Normal | WD | 0 | Pave | 1300.0 | 5 | AllPub | 192 | 1990 | 1990 | 2010 |
| 9 | 882 | 0 | 0 | NaN | 2 | 1Fam | TA | No | 804.0 | 78.0 | ALQ | Rec | 1.0 | 0.0 | TA | 0.0 | Y | Norm | Norm | SBrkr | 0 | TA | Plywood | Plywood | TA | MnPrv | NaN | 0 | CBlock | 1 | Typ | 525.0 | 2.0 | TA | Fin | TA | Attchd | 1970.0 | 882 | 0 | GasA | TA | 1Story | 1470 | 1 | TA | Lvl | Gtl | 8400 | Corner | 70.0 | Reg | 0 | 0.0 | None | NaN | 0 | 4 | 20 | RL | NAmes | 0 | 5 | 4 | Y | 0 | NaN | CompShg | Gable | Normal | WD | 0 | Pave | 882.0 | 4 | AllPub | 240 | 1970 | 1970 | 2010 |
Last rows
| 1stFlrSF | 2ndFlrSF | 3SsnPorch | Alley | BedroomAbvGr | BldgType | BsmtCond | BsmtExposure | BsmtFinSF1 | BsmtFinSF2 | BsmtFinType1 | BsmtFinType2 | BsmtFullBath | BsmtHalfBath | BsmtQual | BsmtUnfSF | CentralAir | Condition1 | Condition2 | Electrical | EnclosedPorch | ExterCond | Exterior1st | Exterior2nd | ExterQual | Fence | FireplaceQu | Fireplaces | Foundation | FullBath | Functional | GarageArea | GarageCars | GarageCond | GarageFinish | GarageQual | GarageType | GarageYrBlt | GrLivArea | HalfBath | Heating | HeatingQC | HouseStyle | Id | KitchenAbvGr | KitchenQual | LandContour | LandSlope | LotArea | LotConfig | LotFrontage | LotShape | LowQualFinSF | MasVnrArea | MasVnrType | MiscFeature | MiscVal | MoSold | MSSubClass | MSZoning | Neighborhood | OpenPorchSF | OverallCond | OverallQual | PavedDrive | PoolArea | PoolQC | RoofMatl | RoofStyle | SaleCondition | SaleType | ScreenPorch | Street | TotalBsmtSF | TotRmsAbvGrd | Utilities | WoodDeckSF | YearBuilt | YearRemodAdd | YrSold | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 1449 | 630 | 0 | 0 | NaN | 1 | Twnhs | TA | Av | 522.0 | 0.0 | GLQ | Unf | 1.0 | 0.0 | Gd | 108.0 | Y | Norm | Norm | SBrkr | 0 | TA | CemntBd | CmentBd | TA | NaN | NaN | 0 | CBlock | 1 | Typ | 0.0 | 0.0 | NaN | NaN | NaN | NaN | NaN | 630 | 0 | GasA | TA | SFoyer | 2910 | 1 | TA | Lvl | Gtl | 1470 | Inside | 21.0 | Reg | 0 | 0.0 | None | NaN | 0 | 4 | 180 | RM | MeadowV | 0 | 6 | 4 | Y | 0 | NaN | CompShg | Gable | Normal | WD | 0 | Pave | 630.0 | 3 | AllPub | 0 | 1970 | 1970 | 2006 |
| 1450 | 546 | 546 | 0 | NaN | 3 | TwnhsE | TA | No | 252.0 | 0.0 | Rec | Unf | 0.0 | 0.0 | TA | 294.0 | Y | Norm | Norm | SBrkr | 0 | TA | CemntBd | CmentBd | TA | NaN | NaN | 0 | CBlock | 1 | Typ | 253.0 | 1.0 | Fa | Unf | TA | Attchd | 1972.0 | 1092 | 1 | GasA | TA | 2Story | 2911 | 1 | TA | Lvl | Gtl | 1484 | Inside | 21.0 | Reg | 0 | 0.0 | None | NaN | 0 | 5 | 160 | RM | MeadowV | 0 | 4 | 4 | Y | 0 | NaN | CompShg | Gable | Normal | WD | 0 | Pave | 546.0 | 5 | AllPub | 0 | 1972 | 1972 | 2006 |
| 1451 | 1360 | 0 | 0 | NaN | 3 | 1Fam | TA | Av | 119.0 | 344.0 | Rec | BLQ | 1.0 | 0.0 | TA | 641.0 | Y | Norm | Norm | SBrkr | 0 | TA | Plywood | Plywood | TA | NaN | TA | 1 | PConc | 1 | Typ | 336.0 | 1.0 | TA | RFn | TA | Attchd | 1969.0 | 1360 | 0 | GasA | Fa | 1Story | 2912 | 1 | TA | Lvl | Mod | 13384 | Inside | 80.0 | Reg | 0 | 194.0 | BrkFace | NaN | 0 | 5 | 20 | RL | Mitchel | 0 | 5 | 5 | Y | 0 | NaN | CompShg | Gable | Normal | WD | 0 | Pave | 1104.0 | 8 | AllPub | 160 | 1969 | 1979 | 2006 |
| 1452 | 546 | 546 | 0 | NaN | 3 | Twnhs | TA | No | 408.0 | 0.0 | Rec | Unf | 0.0 | 0.0 | TA | 138.0 | Y | Norm | Norm | SBrkr | 0 | TA | CemntBd | CmentBd | TA | NaN | NaN | 0 | CBlock | 1 | Typ | 286.0 | 1.0 | TA | Unf | TA | CarPort | 1970.0 | 1092 | 1 | GasA | TA | 2Story | 2913 | 1 | TA | Lvl | Gtl | 1533 | Inside | 21.0 | Reg | 0 | 0.0 | None | NaN | 0 | 12 | 160 | RM | MeadowV | 0 | 5 | 4 | Y | 0 | NaN | CompShg | Gable | Abnorml | WD | 0 | Pave | 546.0 | 5 | AllPub | 0 | 1970 | 1970 | 2006 |
| 1453 | 546 | 546 | 0 | NaN | 3 | Twnhs | TA | No | 0.0 | 0.0 | Unf | Unf | 0.0 | 0.0 | TA | 546.0 | Y | Norm | Norm | SBrkr | 0 | TA | CemntBd | CmentBd | TA | GdPrv | NaN | 0 | CBlock | 1 | Typ | 0.0 | 0.0 | NaN | NaN | NaN | NaN | NaN | 1092 | 1 | GasA | TA | 2Story | 2914 | 1 | TA | Lvl | Gtl | 1526 | Inside | 21.0 | Reg | 0 | 0.0 | None | NaN | 0 | 6 | 160 | RM | MeadowV | 34 | 5 | 4 | Y | 0 | NaN | CompShg | Gable | Normal | WD | 0 | Pave | 546.0 | 5 | AllPub | 0 | 1970 | 1970 | 2006 |
| 1454 | 546 | 546 | 0 | NaN | 3 | Twnhs | TA | No | 0.0 | 0.0 | Unf | Unf | 0.0 | 0.0 | TA | 546.0 | Y | Norm | Norm | SBrkr | 0 | TA | CemntBd | CmentBd | TA | NaN | NaN | 0 | CBlock | 1 | Typ | 0.0 | 0.0 | NaN | NaN | NaN | NaN | NaN | 1092 | 1 | GasA | Gd | 2Story | 2915 | 1 | TA | Lvl | Gtl | 1936 | Inside | 21.0 | Reg | 0 | 0.0 | None | NaN | 0 | 6 | 160 | RM | MeadowV | 0 | 7 | 4 | Y | 0 | NaN | CompShg | Gable | Normal | WD | 0 | Pave | 546.0 | 5 | AllPub | 0 | 1970 | 1970 | 2006 |
| 1455 | 546 | 546 | 0 | NaN | 3 | TwnhsE | TA | No | 252.0 | 0.0 | Rec | Unf | 0.0 | 0.0 | TA | 294.0 | Y | Norm | Norm | SBrkr | 0 | TA | CemntBd | CmentBd | TA | NaN | NaN | 0 | CBlock | 1 | Typ | 286.0 | 1.0 | TA | Unf | TA | CarPort | 1970.0 | 1092 | 1 | GasA | TA | 2Story | 2916 | 1 | TA | Lvl | Gtl | 1894 | Inside | 21.0 | Reg | 0 | 0.0 | None | NaN | 0 | 4 | 160 | RM | MeadowV | 24 | 5 | 4 | Y | 0 | NaN | CompShg | Gable | Abnorml | WD | 0 | Pave | 546.0 | 6 | AllPub | 0 | 1970 | 1970 | 2006 |
| 1456 | 1224 | 0 | 0 | NaN | 4 | 1Fam | TA | No | 1224.0 | 0.0 | ALQ | Unf | 1.0 | 0.0 | TA | 0.0 | Y | Norm | Norm | SBrkr | 0 | TA | VinylSd | VinylSd | TA | NaN | TA | 1 | CBlock | 1 | Typ | 576.0 | 2.0 | TA | Unf | TA | Detchd | 1960.0 | 1224 | 0 | GasA | Ex | 1Story | 2917 | 1 | TA | Lvl | Gtl | 20000 | Inside | 160.0 | Reg | 0 | 0.0 | None | NaN | 0 | 9 | 20 | RL | Mitchel | 0 | 7 | 5 | Y | 0 | NaN | CompShg | Gable | Abnorml | WD | 0 | Pave | 1224.0 | 7 | AllPub | 474 | 1960 | 1996 | 2006 |
| 1457 | 970 | 0 | 0 | NaN | 3 | 1Fam | TA | Av | 337.0 | 0.0 | GLQ | Unf | 0.0 | 1.0 | Gd | 575.0 | Y | Norm | Norm | SBrkr | 0 | TA | HdBoard | Wd Shng | TA | MnPrv | NaN | 0 | PConc | 1 | Typ | 0.0 | 0.0 | NaN | NaN | NaN | NaN | NaN | 970 | 0 | GasA | TA | SFoyer | 2918 | 1 | TA | Lvl | Gtl | 10441 | Inside | 62.0 | Reg | 0 | 0.0 | None | Shed | 700 | 7 | 85 | RL | Mitchel | 32 | 5 | 5 | Y | 0 | NaN | CompShg | Gable | Normal | WD | 0 | Pave | 912.0 | 6 | AllPub | 80 | 1992 | 1992 | 2006 |
| 1458 | 996 | 1004 | 0 | NaN | 3 | 1Fam | TA | Av | 758.0 | 0.0 | LwQ | Unf | 0.0 | 0.0 | Gd | 238.0 | Y | Norm | Norm | SBrkr | 0 | TA | HdBoard | HdBoard | TA | NaN | TA | 1 | PConc | 2 | Typ | 650.0 | 3.0 | TA | Fin | TA | Attchd | 1993.0 | 2000 | 1 | GasA | Ex | 2Story | 2919 | 1 | TA | Lvl | Mod | 9627 | Inside | 74.0 | Reg | 0 | 94.0 | BrkFace | NaN | 0 | 11 | 60 | RL | Mitchel | 48 | 5 | 7 | Y | 0 | NaN | CompShg | Gable | Normal | WD | 0 | Pave | 996.0 | 9 | AllPub | 190 | 1993 | 1994 | 2006 |